WEBSCRAPING PROJECT¶

DATA SCRAPPING TOP 500 GREATEST MOVIES FROM THE IMDB WEBSITE¶

In [2]:
# IMPORTING LIBRARIES


import pandas as pd
import numpy as np
import re
import matplotlib.pyplot as plt
import seaborn as sns
from bs4 import BeautifulSoup
import requests as rq
In [3]:
# FROM THE DESIRED WEBPAGE COPY THE URL WITH A NAME
url='https://www.imdb.com/list/ls050782187'
url
Out[3]:
'https://www.imdb.com/list/ls050782187'
In [4]:
# REQUESTING WEBSITE TO SCRAP THE DATA FROM THE URL PAGE
page=rq.get(url)
page
Out[4]:
<Response [200]>
In [5]:
# STATUS OF THE REQUEST (CODE: 200) REQUEST ACCEPTED
page.status_code
Out[5]:
200
In [6]:
# A BEAUTIFUL SOUP IS TO BE CREATED FROM THE PAGE CONTENT OR TEXT
soup= BeautifulSoup(page.text)
In [7]:
a=soup.find_all('h3',class_="lister-item-header")  ## title
b=soup.find_all('span',class_="runtime")  # runtime
c=soup.find_all('span',class_="certificate")   # certificate
d=soup.find_all('span', class_="genre")  # genre
f=soup.find_all('p',class_="text-muted text-small")  # gross
R=soup.find_all('span',class_="ipl-rating-star__rating")
In [8]:
soup.find_all('span',class_="ipl-rating-star__rating")[0].text
Out[8]:
'9.2'
In [9]:
R=soup.find_all('span',class_="ipl-rating-star__rating")
R[0].text
print(len(R))
2300
In [10]:
len(a)
Out[10]:
100
In [11]:
# TO FIND THE TITLEs OF MOVIEs
a=soup.find_all('h3',class_="lister-item-header")  ## title
for i in a:
        text=i.text
        regex=re.findall('[a-zA-Z]+',text) # title
        print(text)
1.
The Godfather
(1972)


2.
The Silence of the Lambs
(1991)


3.
Star Wars: Episode V - The Empire Strikes Back
(1980)


4.
The Shawshank Redemption
(1994)


5.
The Shining
(1980)


6.
Casablanca
(1942)


7.
One Flew Over the Cuckoo's Nest
(1975)


8.
Raiders of the Lost Ark
(1981)


9.
The Lord of the Rings: The Return of the King
(2003)


10.
Star Wars
(1977)


11.
The Dark Knight
(2008)


12.
The Godfather Part II
(1974)


13.
Aliens
(1986)


14.
Schindler's List
(1993)


15.
Inception
(2010)


16.
The Lord of the Rings: The Fellowship of the Ring
(2001)


17.
Alien
(1979)


18.
Some Like It Hot
(1959)


19.
Blade Runner
(1982)


20.
Se7en
(1995)


21.
Apocalypse Now
(1979)


22.
12 Angry Men
(1957)


23.
The Lord of the Rings: The Two Towers
(2002)


24.
Terminator 2: Judgment Day
(1991)


25.
Star Wars: Episode VI - Return of the Jedi
(1983)


26.
Die Hard
(1988)


27.
Gone with the Wind
(1939)


28.
Taxi Driver
(1976)


29.
Pulp Fiction
(1994)


30.
The Bridge on the River Kwai
(1957)


31.
The Lion King
(1994)


32.
North by Northwest
(1959)


33.
Rear Window
(1954)


34.
Léon
(1994)


35.
Back to the Future
(1985)


36.
Citizen Kane
(1941)


37.
GoodFellas
(1990)


38.
Memento
(2000)


39.
American Beauty
(1999)


40.
As Good as It Gets
(1997)


41.
Forrest Gump
(1994)


42.
Singin' in the Rain
(1952)


43.
Braveheart
(1995)


44.
Saving Private Ryan
(1998)


45.
Rain Man
(1988)


46.
The King's Speech
(2010)


47.
2001: A Space Odyssey
(1968)


48.
Kill Bill: Vol. 1
(2003)


49.
Avanti!
(1972)


50.
Il buono, il brutto, il cattivo
(1966)


51.
Le fabuleux destin d'Amélie Poulain
(2001)


52.
Modern Times
(1936)


53.
Lost in Translation
(2003)


54.
Full Metal Jacket
(1987)


55.
Requiem for a Dream
(2000)


56.
Fight Club
(1999)


57.
No Country for Old Men
(2007)


58.
Django Unchained
(2012)


59.
Children of Men
(2006)


60.
Ratatouille
(2007)


61.
The Lives of Others
(2006)


62.
The Prestige
(2006)


63.
V for Vendetta
(2005)


64.
Chinatown
(1974)


65.
Cidade de Deus
(2002)


66.
To Have and Have Not
(1944)


67.
Fargo
(1996)


68.
Life of Pi
(2012)


69.
Slumdog Millionaire
(2008)


70.
Vertigo
(1958)


71.
Trainspotting
(1996)


72.
Interstellar
(2014)


73.
The Thing
(1982)


74.
The Third Man
(1949)


75.
Twelve Monkeys
(1995)


76.
La vita è bella
(1997)


77.
The Pianist
(2002)


78.
Magnolia
(1999)


79.
The Dark Knight Rises
(2012)


80.
Star Wars: Episode VII - The Force Awakens
(2015)


81.
The Hobbit: The Desolation of Smaug
(2013)


82.
Mad Max: Fury Road
(2015)


83.
12 Years a Slave
(2013)


84.
Indiana Jones and the Last Crusade
(1989)


85.
O Brother, Where Art Thou?
(2000)


86.
Inglourious Basterds
(2009)


87.
The Departed
(2006)


88.
A Beautiful Mind
(2001)


89.
District 9
(2009)


90.
The Piano
(1993)


91.
Mystic River
(2003)


92.
The Insider
(1999)


93.
L.A. Confidential
(1997)


94.
Heat
(1995)


95.
The Usual Suspects
(1995)


96.
Cool Hand Luke
(1967)


97.
Eternal Sunshine of the Spotless Mind
(2004)


98.
City Lights
(1931)


99.
The Matrix
(1999)


100.
Sin City
(2005)

In [12]:
## To find the year from the web page
years=[]
for i in range(1,6):
    url=(f'https://www.imdb.com/list/ls050782187/?sort=list_order,asc&st_dt=&mode=detail&page={i}')## year
    response = rq.get(url)
    soup=BeautifulSoup(response.text)
    soup.find_all('h3',class_="lister-item-header")
    for i in soup.find_all('h3',class_="lister-item-header"):                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
            text=i.text
            regex=re.findall('[0-9]{4}',text)
            years.append(regex)
    print(years)
[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005']]
[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005'], ['1990'], ['1993'], ['1975'], ['1978'], ['1983'], ['1971'], ['1980'], ['1973'], ['1962'], ['1955'], ['2004'], ['1990'], ['2003'], ['2005'], ['2012'], ['1948'], ['1987'], ['1998'], ['1992'], ['1960'], ['1946'], ['2012'], ['2014'], ['1959'], ['1998'], ['1963'], ['1991'], ['2004'], ['1976'], ['2008'], ['1951'], ['1966'], ['1973'], ['1984'], ['2012'], ['2004'], ['2000'], ['2000'], ['2007'], ['1999'], ['2009'], ['1978'], ['1995'], ['1975'], ['1968'], ['1946'], ['1963'], ['1993'], ['1964'], ['2007'], ['2012'], ['2008'], ['1999'], ['2010'], ['2001'], ['2005'], ['2004'], ['1997'], ['2006'], ['1986'], ['1998'], ['2013'], ['1990'], ['1998'], ['1989'], ['2007'], ['2002'], ['2009'], ['1981'], ['2004'], ['1992'], ['1972'], ['2008'], ['1989'], ['1957'], ['1993'], ['2010'], ['1998'], ['1972'], ['1999'], ['1982'], ['2010'], ['2004'], ['2001'], ['2008'], ['2009'], ['2002'], ['1978'], ['2007'], ['2000'], ['2006'], ['2014'], ['2012'], ['1960'], ['1982'], ['1979'], ['2003'], ['2005'], ['2008'], ['1971']]
[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005'], ['1990'], ['1993'], ['1975'], ['1978'], ['1983'], ['1971'], ['1980'], ['1973'], ['1962'], ['1955'], ['2004'], ['1990'], ['2003'], ['2005'], ['2012'], ['1948'], ['1987'], ['1998'], ['1992'], ['1960'], ['1946'], ['2012'], ['2014'], ['1959'], ['1998'], ['1963'], ['1991'], ['2004'], ['1976'], ['2008'], ['1951'], ['1966'], ['1973'], ['1984'], ['2012'], ['2004'], ['2000'], ['2000'], ['2007'], ['1999'], ['2009'], ['1978'], ['1995'], ['1975'], ['1968'], ['1946'], ['1963'], ['1993'], ['1964'], ['2007'], ['2012'], ['2008'], ['1999'], ['2010'], ['2001'], ['2005'], ['2004'], ['1997'], ['2006'], ['1986'], ['1998'], ['2013'], ['1990'], ['1998'], ['1989'], ['2007'], ['2002'], ['2009'], ['1981'], ['2004'], ['1992'], ['1972'], ['2008'], ['1989'], ['1957'], ['1993'], ['2010'], ['1998'], ['1972'], ['1999'], ['1982'], ['2010'], ['2004'], ['2001'], ['2008'], ['2009'], ['2002'], ['1978'], ['2007'], ['2000'], ['2006'], ['2014'], ['2012'], ['1960'], ['1982'], ['1979'], ['2003'], ['2005'], ['2008'], ['1971'], ['2005'], ['1986'], ['1984'], ['2003'], ['1994'], ['1997'], ['1999'], ['2000'], ['1993'], ['1993'], ['1992'], ['1988'], ['1997'], ['1958'], ['1990'], ['2000'], ['1998'], ['2003'], ['1991'], ['2006'], ['2014'], ['1993'], ['1991'], ['2001'], ['2004'], ['2009'], ['2013'], ['2002'], ['2004'], ['2002'], ['1999'], ['1993'], ['2001'], ['2008'], ['2008'], ['1987'], ['2001'], ['2008'], ['1986'], ['2000'], ['2008'], ['1996'], ['1939'], ['1940'], ['1959'], ['2004'], ['2005'], ['1998'], ['2003'], ['1992'], ['2002'], ['1997'], ['2002'], ['2007'], ['2001'], ['2011'], ['2003'], ['2002'], ['1998'], ['2006'], ['2005'], ['1968'], ['2003'], ['2001'], ['2008'], ['1973'], ['1964'], ['1999'], ['2001'], ['1987'], ['2010'], ['2013'], ['2000'], ['1995'], ['2002'], ['2012'], ['2012'], ['1989'], ['2001'], ['1997'], ['2006'], ['2011'], ['2013'], ['2006'], ['1993'], ['1999'], ['1982'], ['2005'], ['2004'], ['2009'], ['1976'], ['2001'], ['2006'], ['2012'], ['2009'], ['2000'], ['2005'], ['2001'], ['1980'], ['1994']]
[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005'], ['1990'], ['1993'], ['1975'], ['1978'], ['1983'], ['1971'], ['1980'], ['1973'], ['1962'], ['1955'], ['2004'], ['1990'], ['2003'], ['2005'], ['2012'], ['1948'], ['1987'], ['1998'], ['1992'], ['1960'], ['1946'], ['2012'], ['2014'], ['1959'], ['1998'], ['1963'], ['1991'], ['2004'], ['1976'], ['2008'], ['1951'], ['1966'], ['1973'], ['1984'], ['2012'], ['2004'], ['2000'], ['2000'], ['2007'], ['1999'], ['2009'], ['1978'], ['1995'], ['1975'], ['1968'], ['1946'], ['1963'], ['1993'], ['1964'], ['2007'], ['2012'], ['2008'], ['1999'], ['2010'], ['2001'], ['2005'], ['2004'], ['1997'], ['2006'], ['1986'], ['1998'], ['2013'], ['1990'], ['1998'], ['1989'], ['2007'], ['2002'], ['2009'], ['1981'], ['2004'], ['1992'], ['1972'], ['2008'], ['1989'], ['1957'], ['1993'], ['2010'], ['1998'], ['1972'], ['1999'], ['1982'], ['2010'], ['2004'], ['2001'], ['2008'], ['2009'], ['2002'], ['1978'], ['2007'], ['2000'], ['2006'], ['2014'], ['2012'], ['1960'], ['1982'], ['1979'], ['2003'], ['2005'], ['2008'], ['1971'], ['2005'], ['1986'], ['1984'], ['2003'], ['1994'], ['1997'], ['1999'], ['2000'], ['1993'], ['1993'], ['1992'], ['1988'], ['1997'], ['1958'], ['1990'], ['2000'], ['1998'], ['2003'], ['1991'], ['2006'], ['2014'], ['1993'], ['1991'], ['2001'], ['2004'], ['2009'], ['2013'], ['2002'], ['2004'], ['2002'], ['1999'], ['1993'], ['2001'], ['2008'], ['2008'], ['1987'], ['2001'], ['2008'], ['1986'], ['2000'], ['2008'], ['1996'], ['1939'], ['1940'], ['1959'], ['2004'], ['2005'], ['1998'], ['2003'], ['1992'], ['2002'], ['1997'], ['2002'], ['2007'], ['2001'], ['2011'], ['2003'], ['2002'], ['1998'], ['2006'], ['2005'], ['1968'], ['2003'], ['2001'], ['2008'], ['1973'], ['1964'], ['1999'], ['2001'], ['1987'], ['2010'], ['2013'], ['2000'], ['1995'], ['2002'], ['2012'], ['2012'], ['1989'], ['2001'], ['1997'], ['2006'], ['2011'], ['2013'], ['2006'], ['1993'], ['1999'], ['1982'], ['2005'], ['2004'], ['2009'], ['1976'], ['2001'], ['2006'], ['2012'], ['2009'], ['2000'], ['2005'], ['2001'], ['1980'], ['1994'], ['1995'], ['2001'], ['1999'], ['1960'], ['1987'], ['1979'], ['1980'], ['2000'], ['2001'], ['1954'], ['1947'], ['1976'], ['2001'], ['2005'], ['1987'], ['2002'], ['2008'], ['1999'], ['2004'], ['1969'], ['1973'], ['2004'], ['2010'], ['2003'], ['1978'], ['2007'], ['2004'], ['1976'], ['2001'], ['1957'], ['1998'], ['1999'], ['2003'], ['2010'], ['2004'], ['2012'], ['1954'], ['2006'], ['1995'], ['1998'], ['2004'], ['2007'], ['2006'], ['1967'], ['1996'], ['2001'], ['1990'], ['1963'], ['1984'], ['1988'], ['1987'], ['2005'], ['2004'], ['2002'], ['2009'], ['1999'], ['2013'], ['1997'], ['1969'], ['2004'], ['1988'], ['1998'], ['1981'], ['2014'], ['2011'], ['1989'], ['1985'], ['1971'], ['1994'], ['1989'], ['1993'], ['2002'], ['2011'], ['2006'], ['1994'], ['1997'], ['2000'], ['2000'], ['2007'], ['1961'], ['2005'], ['2006'], ['2010'], ['2008'], ['2001'], ['1980'], ['1993'], ['1982'], ['2001'], ['2013'], ['2013'], ['2005'], ['1974'], ['2005'], ['2013'], ['2011'], ['2000'], ['2007'], ['2008'], ['2009']]
[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005'], ['1990'], ['1993'], ['1975'], ['1978'], ['1983'], ['1971'], ['1980'], ['1973'], ['1962'], ['1955'], ['2004'], ['1990'], ['2003'], ['2005'], ['2012'], ['1948'], ['1987'], ['1998'], ['1992'], ['1960'], ['1946'], ['2012'], ['2014'], ['1959'], ['1998'], ['1963'], ['1991'], ['2004'], ['1976'], ['2008'], ['1951'], ['1966'], ['1973'], ['1984'], ['2012'], ['2004'], ['2000'], ['2000'], ['2007'], ['1999'], ['2009'], ['1978'], ['1995'], ['1975'], ['1968'], ['1946'], ['1963'], ['1993'], ['1964'], ['2007'], ['2012'], ['2008'], ['1999'], ['2010'], ['2001'], ['2005'], ['2004'], ['1997'], ['2006'], ['1986'], ['1998'], ['2013'], ['1990'], ['1998'], ['1989'], ['2007'], ['2002'], ['2009'], ['1981'], ['2004'], ['1992'], ['1972'], ['2008'], ['1989'], ['1957'], ['1993'], ['2010'], ['1998'], ['1972'], ['1999'], ['1982'], ['2010'], ['2004'], ['2001'], ['2008'], ['2009'], ['2002'], ['1978'], ['2007'], ['2000'], ['2006'], ['2014'], ['2012'], ['1960'], ['1982'], ['1979'], ['2003'], ['2005'], ['2008'], ['1971'], ['2005'], ['1986'], ['1984'], ['2003'], ['1994'], ['1997'], ['1999'], ['2000'], ['1993'], ['1993'], ['1992'], ['1988'], ['1997'], ['1958'], ['1990'], ['2000'], ['1998'], ['2003'], ['1991'], ['2006'], ['2014'], ['1993'], ['1991'], ['2001'], ['2004'], ['2009'], ['2013'], ['2002'], ['2004'], ['2002'], ['1999'], ['1993'], ['2001'], ['2008'], ['2008'], ['1987'], ['2001'], ['2008'], ['1986'], ['2000'], ['2008'], ['1996'], ['1939'], ['1940'], ['1959'], ['2004'], ['2005'], ['1998'], ['2003'], ['1992'], ['2002'], ['1997'], ['2002'], ['2007'], ['2001'], ['2011'], ['2003'], ['2002'], ['1998'], ['2006'], ['2005'], ['1968'], ['2003'], ['2001'], ['2008'], ['1973'], ['1964'], ['1999'], ['2001'], ['1987'], ['2010'], ['2013'], ['2000'], ['1995'], ['2002'], ['2012'], ['2012'], ['1989'], ['2001'], ['1997'], ['2006'], ['2011'], ['2013'], ['2006'], ['1993'], ['1999'], ['1982'], ['2005'], ['2004'], ['2009'], ['1976'], ['2001'], ['2006'], ['2012'], ['2009'], ['2000'], ['2005'], ['2001'], ['1980'], ['1994'], ['1995'], ['2001'], ['1999'], ['1960'], ['1987'], ['1979'], ['1980'], ['2000'], ['2001'], ['1954'], ['1947'], ['1976'], ['2001'], ['2005'], ['1987'], ['2002'], ['2008'], ['1999'], ['2004'], ['1969'], ['1973'], ['2004'], ['2010'], ['2003'], ['1978'], ['2007'], ['2004'], ['1976'], ['2001'], ['1957'], ['1998'], ['1999'], ['2003'], ['2010'], ['2004'], ['2012'], ['1954'], ['2006'], ['1995'], ['1998'], ['2004'], ['2007'], ['2006'], ['1967'], ['1996'], ['2001'], ['1990'], ['1963'], ['1984'], ['1988'], ['1987'], ['2005'], ['2004'], ['2002'], ['2009'], ['1999'], ['2013'], ['1997'], ['1969'], ['2004'], ['1988'], ['1998'], ['1981'], ['2014'], ['2011'], ['1989'], ['1985'], ['1971'], ['1994'], ['1989'], ['1993'], ['2002'], ['2011'], ['2006'], ['1994'], ['1997'], ['2000'], ['2000'], ['2007'], ['1961'], ['2005'], ['2006'], ['2010'], ['2008'], ['2001'], ['1980'], ['1993'], ['1982'], ['2001'], ['2013'], ['2013'], ['2005'], ['1974'], ['2005'], ['2013'], ['2011'], ['2000'], ['2007'], ['2008'], ['2009'], ['2015'], ['2013'], ['2002'], ['2000'], ['1997'], ['1992'], ['2001'], ['2007'], ['1995'], ['2009'], ['2000'], ['2006'], ['2007'], ['1997'], ['2005'], ['1993'], ['2002'], ['2006'], ['2005'], ['2012'], ['2000'], ['2002'], ['1999'], ['1988'], ['2001'], ['2010'], ['2004'], ['2000'], ['2013'], ['2004'], ['2010'], ['2004'], ['2002'], ['2005'], ['2004'], ['1996'], ['2000'], ['2001'], ['2004'], ['2012'], ['2004'], ['2009'], ['2008'], ['1984'], ['2004'], ['2001'], ['2013'], ['2014'], ['2015'], ['2002'], ['1997'], ['2014'], ['2006'], ['1989'], ['2006'], ['2009'], ['2013'], ['2007'], ['1993'], ['1971'], ['2011'], ['2007'], ['2012'], ['2005'], ['1996'], ['2014'], ['2013'], ['2010'], ['1987'], ['2013'], ['2011'], ['2011'], ['1991'], ['2010'], ['2014'], ['2012'], ['2011'], ['1977'], ['1963'], ['1997'], ['1990'], ['1971'], ['1992'], ['2012'], ['1989'], ['1990'], ['2010'], ['2009'], ['2004'], ['2000'], ['2008'], ['2006'], ['2003'], ['2000'], ['1997'], ['2000'], ['2007'], ['1996'], ['2007'], ['2005']]
In [13]:
b=soup.find_all('span',class_="runtime")  # runtime
for i in b:
        text=i.text
        regex=re.findall('[0-9]+\smin',text)  # runtime
        print(regex[0]) 
148 min
124 min
117 min
143 min
138 min
127 min
97 min
116 min
128 min
88 min
131 min
110 min
115 min
155 min
93 min
113 min
81 min
132 min
104 min
93 min
130 min
167 min
162 min
111 min
120 min
103 min
103 min
104 min
115 min
101 min
120 min
127 min
124 min
145 min
122 min
111 min
104 min
124 min
146 min
136 min
105 min
100 min
121 min
105 min
125 min
100 min
112 min
93 min
131 min
110 min
93 min
123 min
126 min
95 min
167 min
128 min
134 min
101 min
130 min
112 min
100 min
113 min
110 min
187 min
110 min
114 min
115 min
133 min
119 min
104 min
127 min
132 min
99 min
100 min
106 min
92 min
137 min
125 min
115 min
90 min
103 min
120 min
110 min
124 min
114 min
124 min
101 min
101 min
104 min
106 min
108 min
117 min
91 min
98 min
101 min
116 min
91 min
97 min
105 min
99 min
In [14]:
c=soup.find_all('span',class_="certificate")   # certificate
for i in soup.find_all("div",class_="lister-item mode-detail"):
    c=i.find('div',class_="sc-b5e8e7ce-2 AIESV")
    text = i.text
    regex=re.findall('(UA|G|A|U|PG|R|18|PG-13)',text)
    print(regex[0])
UA
UA
R
A
UA
A
R
A
A
A
A
R
U
18
R
A
R
18
A
R
A
G
A
A
R
UA
A
UA
UA
G
UA
U
R
G
UA
A
UA
UA
UA
A
U
UA
UA
A
R
R
A
A
R
PG
R
G
UA
UA
G
A
UA
A
A
G
A
R
A
UA
U
A
A
UA
A
A
A
G
A
UA
UA
A
UA
A
R
UA
A
A
R
A
A
A
18
R
A
R
A
A
A
A
A
A
R
R
A
A
In [15]:
d=soup.find_all('span', class_="genre")  # genre
for i in d:
        text=i.text
        print(text)
Action, Adventure, Thriller            

Action, Adventure, Sci-Fi            

Crime, Drama, Thriller            

Adventure, Drama, Romance            

Action, Crime, Sci-Fi            

Drama, Mystery, Thriller            

Action, Mystery, Thriller            

Drama, Horror, Musical            

Action, Adventure, Thriller            

Action, Comedy, Horror            

Biography, Drama            

Crime, Drama, Thriller            

Action, Mystery, Thriller            

Drama            

Crime, Drama, Thriller            

Action, Adventure, Thriller            

Crime, Thriller            

Action, Adventure, Crime            

Drama, Thriller            

Action, Adventure, Comedy            

Drama, Horror, Mystery            

Crime, Drama            

Drama, Sport            

Crime, Drama            

Drama, Thriller            

Horror, Mystery, Thriller            

Horror, Mystery, Thriller            

Comedy, Crime            

Drama            

Crime, Drama            

Biography, Drama            

Action, Adventure, Sci-Fi            

Drama, Romance            

Drama, Romance            

Action, Adventure, Fantasy            

Horror, Mystery            

Action, Adventure, Sci-Fi            

Action, Crime, Drama            

Action, Crime, Drama            

Action, Adventure, Sci-Fi            

Drama            

Comedy            

Drama, History, Thriller            

Action, Comedy, Crime            

Crime, Drama            

Drama, Horror, Mystery            

Horror, Mystery, Thriller            

Horror, Mystery, Thriller            

Action, Adventure, Thriller            

Drama, Romance            

Crime, Drama, Mystery            

Action, Adventure, Sci-Fi            

Action, Crime, Sci-Fi            

Comedy, Drama, Romance            

Drama, History, Thriller            

Action, Adventure, Mystery            

Action, Biography, Crime            

Action, Drama, Horror            

Action, Adventure, Comedy            

Action, Crime, Thriller            

Comedy, Drama, Romance            

Crime, Drama, Thriller            

Horror, Mystery, Thriller            

Action, Adventure, Drama            

Action, Adventure, Thriller            

Action, Crime, Drama            

Action, Thriller            

Biography, Drama, Romance            

Drama, Thriller            

Comedy, Drama            

Drama, Mystery, Thriller            

Action, Adventure, Thriller            

Drama, Thriller            

Action, Thriller            

Action, Mystery, Thriller            

Action, Crime, Thriller            

Action, Adventure, Fantasy            

Action, Adventure, Thriller            

Action, Adventure, Thriller            

Drama, Horror, Mystery            

Comedy, Family            

Action, Adventure, Thriller            

Drama, Thriller            

Adventure, Mystery, Sci-Fi            

Action, Crime, Thriller            

Action, Thriller            

Horror, Thriller            

Crime, Horror, Mystery            

Drama, Romance            

Comedy, Drama, Romance            

Comedy, Musical, Romance            

Action, Drama            

Horror            

Horror, Thriller            

Horror, Mystery            

Comedy            

Adventure, Comedy, Drama            

Drama, Thriller            

Action, Comedy, Horror            

Adventure, Horror, Thriller            
In [16]:
Metascore=[]

for y in soup.find_all("div",class_="lister-item mode-detail"):
        e=y.find('div',class_='inline-block ratings-metascore')
        if e is None:
             Metascore.append(np.nan)
        else:
            Metascore.append(e.text)
print(Metascore)# metascore
['\n60        \n        Metascore\n        ', '\n54        \n        Metascore\n        ', '\n72        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n82        \n        Metascore\n        ', '\n43        \n        Metascore\n        ', '\n75        \n        Metascore\n        ', '\n83        \n        Metascore\n        ', '\n58        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n53        \n        Metascore\n        ', '\n85        \n        Metascore\n        ', '\n85        \n        Metascore\n        ', '\n61        \n        Metascore\n        ', '\n60        \n        Metascore\n        ', '\n56        \n        Metascore\n        ', '\n66        \n        Metascore\n        ', '\n58        \n        Metascore\n        ', nan, '\n51        \n        Metascore\n        ', '\n72        \n        Metascore\n        ', '\n52        \n        Metascore\n        ', '\n65        \n        Metascore\n        ', '\n60        \n        Metascore\n        ', '\n52        \n        Metascore\n        ', '\n46        \n        Metascore\n        ', '\n55        \n        Metascore\n        ', '\n86        \n        Metascore\n        ', '\n87        \n        Metascore\n        ', '\n95        \n        Metascore\n        ', '\n83        \n        Metascore\n        ', nan, '\n54        \n        Metascore\n        ', '\n72        \n        Metascore\n        ', '\n65        \n        Metascore\n        ', '\n64        \n        Metascore\n        ', '\n71        \n        Metascore\n        ', '\n47        \n        Metascore\n        ', '\n66        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n56        \n        Metascore\n        ', '\n66        \n        Metascore\n        ', '\n83        \n        Metascore\n        ', '\n58        \n        Metascore\n        ', '\n68        \n        Metascore\n        ', '\n39        \n        Metascore\n        ', '\n75        \n        Metascore\n        ', '\n80        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n62        \n        Metascore\n        ', '\n59        \n        Metascore\n        ', '\n76        \n        Metascore\n        ', '\n61        \n        Metascore\n        ', '\n57        \n        Metascore\n        ', '\n82        \n        Metascore\n        ', '\n65        \n        Metascore\n        ', '\n44        \n        Metascore\n        ', '\n80        \n        Metascore\n        ', '\n89        \n        Metascore\n        ', '\n68        \n        Metascore\n        ', '\n53        \n        Metascore\n        ', '\n81        \n        Metascore\n        ', '\n59        \n        Metascore\n        ', '\n57        \n        Metascore\n        ', '\n49        \n        Metascore\n        ', '\n50        \n        Metascore\n        ', '\n67        \n        Metascore\n        ', '\n61        \n        Metascore\n        ', '\n85        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n48        \n        Metascore\n        ', '\n65        \n        Metascore\n        ', '\n56        \n        Metascore\n        ', '\n45        \n        Metascore\n        ', '\n45        \n        Metascore\n        ', '\n55        \n        Metascore\n        ', '\n83        \n        Metascore\n        ', '\n61        \n        Metascore\n        ', '\n63        \n        Metascore\n        ', '\n59        \n        Metascore\n        ', '\n64        \n        Metascore\n        ', '\n64        \n        Metascore\n        ', '\n70        \n        Metascore\n        ', '\n67        \n        Metascore\n        ', '\n56        \n        Metascore\n        ', nan, '\n65        \n        Metascore\n        ', '\n84        \n        Metascore\n        ', '\n51        \n        Metascore\n        ', '\n52        \n        Metascore\n        ', '\n42        \n        Metascore\n        ', '\n36        \n        Metascore\n        ', '\n52        \n        Metascore\n        ', '\n49        \n        Metascore\n        ', '\n67        \n        Metascore\n        ', '\n51        \n        Metascore\n        ', nan, '\n71        \n        Metascore\n        ']
In [17]:
title=[]
runtime=[]
year=[]
certificates=[]
genre=[]
gross=[]
rating=[]
metascore=[]

for i in range(1,6):
    url=f'https://www.imdb.com/list/ls050782187/?sort=list_order,asc&st_dt=&mode=detail&page={i}'
    response = rq.get(url)
    soup=BeautifulSoup(response.text)
    for i in a:
        text=i.text
        regex=re.findall('[ [a-zA-Z]+',text) # title
        title.append(regex[0])
    for i in b:
        text=i.text
        regex=re.findall('[0-9]+\smin',text)  # runtime
        runtime.append(regex[0]) 
        
        
    for i in a:
        text=i.text
        regex=re.findall('[0-9]{4}',text)       # year
        if regex:
            year.append(regex[0]) 
        else:
            year.append(np.nan)
        
        
        
    for i in soup.find_all("div",class_="lister-item mode-detail"):
        c=i.find('div',class_="sc-b5e8e7ce-2 AIESV")
        text = i.text
        regex=re.findall('(UA|G|A|U|PG|R|18|PG-13)',text)       # certificates
        if regex:
            certificates.append(regex[0])
        else:
            certificates.append(np.nan)
    for x in soup.find_all("div",class_="lister-item mode-detail"):   # rating
        R=x.find('span',class_="ipl-rating-star__rating")
        if R is None:
            rating.append(np.nan)
        else:
            rating.append(R.text) 
    for y in soup.find_all("div",class_="lister-item mode-detail"):
        e=y.find('div',class_='inline-block ratings-metascore')
        if e is None:
            metascore.append(np.nan)
        else:
            metascore.append(e.text)            # metascore              
   
    for i in d:
        text=i.text
        if genre:
            genre.append(i.text)                # genre
        else:
            genre.append(np.nan) 
            
    for i in soup.find_all("div",class_="lister-item mode-detail"):           # gross
        f=i.find('p',class_='text-muted text-small')
        text=i.text 
        regex=re.findall('[].[0-9]+M',text)
        if regex:
            gross.append(regex[0])
        else:
            gross.append(np.nan) 
            

DATA FRAME¶

In [18]:
data={'Title':title,'Year':year,'Runtime':runtime,'Certificates':certificates,'Genre':genre,'Gross':gross,'Rating':rating,'Metascore':metascore}
In [19]:
print(len(rating))
print(len(title))
print(len(genre))
print(len(year))
print(len(gross))
print(len(runtime))
print(len(metascore))
500
500
500
500
500
500
500
In [20]:
df=pd.DataFrame(data)
df
Out[20]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 min G NaN 134.97M 9.2 \n100 \n Metascore\n
1 The Silence of the Lambs 1991 124 min A \nAction, Adventure, Sci-Fi 130.74M 8.6 \n86 \n Metascore\n
2 Star Wars 1980 117 min UA \nCrime, Drama, Thriller 290.48M 8.7 \n82 \n Metascore\n
3 The Shawshank Redemption 1994 143 min R \nAdventure, Drama, Romance 28.34M 9.3 \n82 \n Metascore\n
4 The Shining 1980 138 min A \nAction, Crime, Sci-Fi 44.02M 8.4 \n66 \n Metascore\n
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 min A \nComedy 90.57M 6.6 \n49 \n Metascore\n
496 Eternal Sunshine of the Spotless Mind 2004 91 min R \nAdventure, Comedy, Drama 11.90M 7.2 \n67 \n Metascore\n
497 City Lights 1931 97 min R \nDrama, Thriller 20.75M 6.2 \n51 \n Metascore\n
498 The Matrix 1999 105 min A \nAction, Comedy, Horror NaN 7.1 NaN
499 Sin City 2005 99 min A \nAdventure, Horror, Thriller 26.02M 7.2 \n71 \n Metascore\n

500 rows × 8 columns

In [21]:
df["Runtime"]=df["Runtime"].str.replace("min"," ")
df["Genre"]=df["Genre"].str.replace("\n"," ")
df["Gross"]=df["Gross"].str.replace("M"," ")
df["Gross"]=df["Gross"].str.replace(" ","0")
df['Metascore']= df['Metascore'].str.replace('\n'," ")
df['Metascore']= df['Metascore'].str.replace('Metascore'," ")
df
Out[21]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G NaN 134.970 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.740 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.480 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.340 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.020 8.4 66
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy 90.570 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.900 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.750 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror NaN 7.1 NaN
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.020 7.2 71

500 rows × 8 columns

In [ ]:
 
In [ ]:
 
In [ ]:
 
In [22]:
df.to_csv('project_IMDB.csv')
pd.read_csv('project_IMDB.csv')
Out[22]:
Unnamed: 0 Title Year Runtime Certificates Genre Gross Rating Metascore
0 0 The Godfather 1972 148 G NaN 134.97 9.2 100.0
1 1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.74 8.6 86.0
2 2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.48 8.7 82.0
3 3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.34 9.3 82.0
4 4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.02 8.4 66.0
... ... ... ... ... ... ... ... ... ...
495 495 Cool Hand Luke 1967 116 A Comedy 90.57 6.6 49.0
496 496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.90 7.2 67.0
497 497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51.0
498 498 The Matrix 1999 105 A Action, Comedy, Horror NaN 7.1 NaN
499 499 Sin City 2005 99 A Adventure, Horror, Thriller 26.02 7.2 71.0

500 rows × 9 columns

In [ ]:
 

DATA CLEANING¶

In [23]:
df.isna().sum()
Out[23]:
Title            0
Year             0
Runtime          0
Certificates     0
Genre            1
Gross           19
Rating           0
Metascore        9
dtype: int64
In [24]:
df['Gross'].fillna(value=df['Gross'].mode()[0],inplace=True)
df["Genre"].fillna(value=df["Genre"].mode()[0],inplace=True)
df["Metascore"].fillna(value=df["Metascore"].mode()[0],inplace=True)
df
Out[24]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G Action, Adventure, Thriller 134.970 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.740 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.480 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.340 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.020 8.4 66
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy 90.570 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.900 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.750 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror 0.050 7.1 84
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.020 7.2 71

500 rows × 8 columns

In [25]:
df.isna().sum()
Out[25]:
Title           0
Year            0
Runtime         0
Certificates    0
Genre           0
Gross           0
Rating          0
Metascore       0
dtype: int64
In [26]:
df.duplicated().sum()
Out[26]:
0
In [27]:
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 500 entries, 0 to 499
Data columns (total 8 columns):
 #   Column        Non-Null Count  Dtype 
---  ------        --------------  ----- 
 0   Title         500 non-null    object
 1   Year          500 non-null    object
 2   Runtime       500 non-null    object
 3   Certificates  500 non-null    object
 4   Genre         500 non-null    object
 5   Gross         500 non-null    object
 6   Rating        500 non-null    object
 7   Metascore     500 non-null    object
dtypes: object(8)
memory usage: 31.4+ KB
In [28]:
df["Year"]=df["Year"].astype("int")
df["Runtime"]=df["Runtime"].astype("int")
df["Gross"]=df["Gross"].astype("float")
df["Rating"]=df["Rating"].astype("float")
df["Metascore"]=df["Metascore"].astype("int")
In [29]:
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 500 entries, 0 to 499
Data columns (total 8 columns):
 #   Column        Non-Null Count  Dtype  
---  ------        --------------  -----  
 0   Title         500 non-null    object 
 1   Year          500 non-null    int32  
 2   Runtime       500 non-null    int32  
 3   Certificates  500 non-null    object 
 4   Genre         500 non-null    object 
 5   Gross         500 non-null    float64
 6   Rating        500 non-null    float64
 7   Metascore     500 non-null    int32  
dtypes: float64(2), int32(3), object(3)
memory usage: 25.5+ KB
In [30]:
df.describe()
Out[30]:
Year Runtime Gross Rating Metascore
count 500.000000 500.000000 500.000000 500.000000 500.000000
mean 1989.130000 115.970000 83.746140 7.666200 73.736000
std 20.135142 18.741708 106.074075 0.591182 13.587477
min 1931.000000 81.000000 0.000000 5.600000 31.000000
25% 1979.750000 102.500000 12.585000 7.300000 64.000000
50% 1995.000000 113.500000 47.105000 7.700000 74.000000
75% 2003.000000 126.250000 113.467500 8.100000 84.000000
max 2015.000000 187.000000 936.660000 9.300000 100.000000
In [31]:
df.tail()
Out[31]:
Title Year Runtime Certificates Genre Gross Rating Metascore
495 Cool Hand Luke 1967 116 A Comedy 90.57 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.90 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror 0.05 7.1 84
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.02 7.2 71
In [32]:
df.head()
Out[32]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G Action, Adventure, Thriller 134.97 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.74 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.48 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.34 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.02 8.4 66
In [33]:
df["Rating"].mode()
Out[33]:
0    7.6
Name: Rating, dtype: float64
In [34]:
df["Rating"].median()
Out[34]:
7.7
In [35]:
df["Rating"].std()
Out[35]:
0.5911823349071013
In [36]:
df["Rating"].var()
Out[36]:
0.349496553106212
In [37]:
df.shape
Out[37]:
(500, 8)
In [38]:
df.size
Out[38]:
4000
In [39]:
df["Year"].dtype
Out[39]:
dtype('int32')
In [40]:
df.columns
Out[40]:
Index(['Title', 'Year', 'Runtime', 'Certificates', 'Genre', 'Gross', 'Rating',
       'Metascore'],
      dtype='object')

DATA MANIPULATION¶

In [41]:
# Groupby values
df.groupby(by="Certificates")[["Year","Rating"]].median()
Out[41]:
Year Rating
Certificates
18 2001.0 7.6
A 1995.0 7.6
G 1990.5 7.7
PG 1966.0 7.6
R 1995.0 7.6
U 1994.5 7.9
UA 1995.0 7.7
In [42]:
df.groupby(by="Certificates")[["Year","Rating"]].agg([np.mean,np.median,np.std,np.var])
Out[42]:
Year Rating
mean median std var mean median std var
Certificates
18 1992.947368 2001.0 22.018865 484.830409 7.568421 7.6 0.593532 0.352281
A 1989.275510 1995.0 19.509251 380.610884 7.633163 7.6 0.606014 0.367254
G 1982.176471 1990.5 23.235906 539.907308 7.791176 7.7 0.652440 0.425677
PG 1972.200000 1966.0 30.301815 918.200000 7.540000 7.6 0.328634 0.108000
R 1990.284404 1995.0 19.498856 380.205403 7.613761 7.6 0.612897 0.375642
U 1988.903226 1994.5 19.758965 390.416711 7.843548 7.9 0.447075 0.199876
UA 1990.573333 1995.0 19.908692 396.356036 7.658667 7.7 0.592086 0.350566
In [43]:
df.groupby(by="Certificates")[["Year","Rating"]].agg(["sum","mad","first","last"])
Out[43]:
Year Rating
sum mad first last sum mad first last
Certificates
18 37866 18.282548 1959 2006 143.8 0.447091 8.2 6.5
A 389898 15.398063 1991 2005 1496.1 0.477718 8.6 7.2
G 67394 19.910035 1972 2014 264.9 0.530796 9.2 7.4
PG 9861 25.040000 1944 1966 37.7 0.232000 7.8 7.5
R 216941 15.086777 1994 1931 829.9 0.450518 9.3 6.2
U 123312 15.766909 1942 2002 486.3 0.347190 8.5 7.1
UA 149293 14.866133 1980 2015 574.4 0.461369 8.7 7.1
In [44]:
#sort_values
df.sort_values(by="Year")
Out[44]:
Title Year Runtime Certificates Genre Gross Rating Metascore
97 City Lights 1931 97 G Drama, Thriller 0.02 8.5 99
497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51
397 City Lights 1931 97 A Drama, Thriller 309.42 7.1 50
297 City Lights 1931 97 UA Drama, Thriller 7.22 7.9 86
197 City Lights 1931 97 R Drama, Thriller 9.02 7.4 66
... ... ... ... ... ... ... ... ...
179 Star Wars 2015 90 18 Drama, Horror, Mystery 81.30 7.4 76
181 Mad Max 2015 120 18 Action, Adventure, Thriller 15.54 7.2 77
79 Star Wars 2015 90 A Drama, Horror, Mystery 936.66 7.8 80
379 Star Wars 2015 90 A Drama, Horror, Mystery 2.62 7.8 88
81 Mad Max 2015 120 R Action, Adventure, Thriller 154.06 8.1 90

500 rows × 8 columns

In [45]:
df.sort_values(by="Certificates")
Out[45]:
Title Year Runtime Certificates Genre Gross Rating Metascore
56 No Country for Old Men 2007 134 18 Action, Biography, Crime 74.28 8.2 92
417 Some Like It Hot 1959 132 18 Action, Adventure, Crime 63.45 6.0 66
188 District 2009 104 18 Drama, Romance 40.22 8.2 93
187 A Beautiful Mind 2001 101 18 Crime, Horror, Mystery 20.42 7.2 61
186 The Departed 2006 101 18 Horror, Thriller 121.66 7.9 68
... ... ... ... ... ... ... ... ...
427 Taxi Driver 1976 104 UA Comedy, Crime 30.33 8.2 55
159 Ratatouille 2007 112 UA Action, Crime, Thriller 138.53 8.1 92
425 Die Hard 1988 103 UA Horror, Mystery, Thriller 54.01 6.8 52
434 Back to the Future 1985 122 UA Action, Adventure, Fantasy 59.62 6.8 72
441 Singin 1952 100 UA Comedy 277.32 7.7 73

500 rows × 8 columns

In [46]:
#PIVOT TABLE
df.pivot_table(values=["Year","Runtime"],index="Genre",columns="Certificates")
Out[46]:
Runtime Year
Certificates 18 A G PG R U UA 18 A G PG R U UA
Genre
Action, Adventure, Comedy 93.0 107.800000 NaN NaN 117.666667 NaN 130.000000 1995.0 1999.400000 NaN NaN 2002.333333 NaN 2006.000000
Action, Adventure, Crime 132.0 NaN NaN NaN NaN NaN NaN 1959.0 NaN NaN NaN NaN NaN NaN
Action, Adventure, Drama NaN 187.000000 NaN NaN NaN 187.000000 187.000000 NaN 1974.000000 NaN NaN NaN 1974.000000 1974.000000
Action, Adventure, Fantasy NaN 133.250000 NaN NaN 129.500000 122.000000 129.500000 NaN 1997.750000 NaN NaN 1993.500000 1985.000000 1993.500000
Action, Adventure, Mystery NaN 128.000000 128.000000 NaN NaN NaN NaN NaN 1999.000000 1999.000000 NaN NaN NaN NaN
Action, Adventure, Sci-Fi NaN 129.000000 118.200000 NaN 122.600000 120.500000 117.333333 NaN 1971.500000 1980.800000 NaN 1963.600000 1974.750000 1990.666667
Action, Adventure, Thriller 120.0 124.933333 135.500000 NaN 123.333333 122.142857 123.222222 2015.0 1998.000000 1982.500000 NaN 2001.888889 2002.142857 2000.333333
Action, Biography, Crime 134.0 134.000000 134.000000 NaN NaN NaN 134.000000 2007.0 2007.000000 2007.000000 NaN NaN NaN 2007.000000
Action, Comedy, Crime NaN 105.000000 NaN NaN 105.000000 105.000000 NaN NaN 1998.000000 NaN NaN 1998.000000 1998.000000 NaN
Action, Comedy, Horror NaN 98.200000 NaN NaN 99.333333 88.000000 NaN NaN 1990.200000 NaN NaN 1991.666667 1977.000000 NaN
Action, Crime, Drama NaN 128.000000 146.000000 114.0 124.000000 114.000000 135.000000 NaN 1981.000000 1999.000000 1944.0 2000.000000 1944.000000 1999.500000
Action, Crime, Sci-Fi NaN 138.000000 NaN NaN 126.000000 126.000000 132.000000 NaN 1980.000000 NaN NaN 2003.000000 2003.000000 1991.500000
Action, Crime, Thriller 114.0 106.666667 105.333333 NaN 113.000000 92.000000 112.000000 2000.0 1999.000000 2003.666667 NaN 2003.500000 1997.000000 2007.000000
Action, Drama NaN 117.000000 NaN NaN 117.000000 NaN 117.000000 NaN 1999.000000 NaN NaN 1999.000000 NaN 1999.000000
Action, Drama, Horror NaN 101.000000 NaN NaN NaN 101.000000 101.000000 NaN 2012.000000 NaN NaN NaN 2012.000000 2012.000000
Action, Mystery, Thriller NaN 104.500000 115.000000 NaN 97.000000 106.000000 107.800000 NaN 1986.833333 1986.000000 NaN 1975.000000 1980.500000 1987.400000
Action, Thriller 124.0 118.000000 NaN NaN 115.000000 106.000000 100.000000 2009.0 1996.714286 NaN NaN 1996.000000 1967.800000 1949.000000
Adventure, Comedy, Drama NaN 91.000000 NaN NaN 91.000000 91.000000 91.000000 NaN 2004.000000 NaN NaN 2004.000000 2004.000000 2004.000000
Adventure, Drama, Romance NaN 143.000000 NaN NaN 143.000000 143.000000 NaN NaN 1994.000000 NaN NaN 1994.000000 1994.000000 NaN
Adventure, Horror, Thriller NaN 99.000000 NaN NaN NaN NaN NaN NaN 2005.000000 NaN NaN NaN NaN NaN
Adventure, Mystery, Sci-Fi 124.0 124.000000 NaN NaN NaN 124.000000 NaN 1989.0 1989.000000 NaN NaN NaN 1989.000000 NaN
Biography, Drama NaN 127.333333 NaN NaN 127.333333 120.000000 123.666667 NaN 2003.333333 NaN NaN 2003.333333 1994.000000 1998.666667
Biography, Drama, Romance NaN NaN NaN NaN 133.000000 133.000000 133.000000 NaN NaN NaN NaN 2012.000000 2012.000000 2012.000000
Comedy NaN 109.600000 NaN NaN 100.000000 116.000000 100.000000 NaN 1961.000000 NaN NaN 1952.000000 1967.000000 1952.000000
Comedy, Crime NaN 104.000000 NaN NaN 104.000000 104.000000 104.000000 NaN 1976.000000 NaN NaN 1976.000000 1976.000000 1976.000000
Comedy, Drama NaN 104.000000 NaN NaN 104.000000 NaN NaN NaN 1958.000000 NaN NaN 1958.000000 NaN NaN
Comedy, Drama, Romance NaN 98.000000 NaN NaN 103.166667 100.000000 98.666667 NaN 1998.400000 NaN NaN 1994.166667 2006.000000 1989.000000
Comedy, Family 103.0 103.000000 NaN NaN 103.000000 NaN 103.000000 2013.0 2013.000000 NaN NaN 2013.000000 NaN 2013.000000
Comedy, Musical, Romance NaN 108.000000 NaN NaN 108.000000 NaN 108.000000 NaN 2003.000000 NaN NaN 2003.000000 NaN 2003.000000
Crime, Drama NaN 129.500000 134.000000 NaN 117.400000 118.000000 125.000000 NaN 1969.750000 1957.000000 NaN 1982.400000 1989.500000 1988.000000
Crime, Drama, Mystery NaN 93.000000 93.000000 NaN 93.000000 NaN NaN NaN 2001.000000 2001.000000 NaN 2001.000000 NaN NaN
Crime, Drama, Thriller NaN 112.333333 113.333333 NaN 106.888889 111.500000 101.000000 NaN 1976.000000 1986.666667 NaN 1998.000000 1990.000000 2000.000000
Crime, Horror, Mystery 101.0 101.000000 NaN NaN 101.000000 101.000000 NaN 2001.0 2001.000000 NaN NaN 2001.000000 2001.000000 NaN
Crime, Thriller NaN 81.000000 NaN NaN 81.000000 81.000000 81.000000 NaN 1979.000000 NaN NaN 1979.000000 1979.000000 1979.000000
Drama 155.0 120.000000 105.000000 NaN 135.000000 110.000000 125.000000 1993.0 1993.750000 1994.000000 NaN 1993.500000 1994.000000 1993.666667
Drama, History, Thriller NaN 121.000000 167.000000 NaN 167.000000 121.000000 144.000000 NaN 1995.000000 2000.000000 NaN 2000.000000 1995.000000 1997.500000
Drama, Horror, Musical NaN 116.000000 NaN NaN 116.000000 116.000000 NaN NaN 1981.000000 NaN NaN 1981.000000 1981.000000 NaN
Drama, Horror, Mystery 90.0 110.000000 NaN 100.0 120.000000 100.000000 90.000000 2015.0 1997.000000 NaN 2010.0 1989.333333 2010.000000 2015.000000
Drama, Mystery, Thriller NaN 127.000000 NaN NaN 127.000000 127.000000 127.000000 NaN 1974.400000 NaN NaN 1996.000000 1942.000000 1969.000000
Drama, Romance 104.0 123.600000 131.000000 110.0 114.400000 NaN NaN 2009.0 1988.900000 1967.333333 1966.0 1969.800000 NaN NaN
Drama, Sport NaN 162.000000 NaN NaN 162.000000 NaN 162.000000 NaN 2002.000000 NaN NaN 2002.000000 NaN 2002.000000
Drama, Thriller 110.0 107.916667 97.000000 NaN 109.416667 110.000000 106.666667 2013.0 1987.416667 1931.000000 NaN 1980.666667 2013.000000 1973.666667
Horror NaN 91.000000 91.000000 91.0 NaN NaN NaN NaN 1997.000000 1997.000000 1997.0 NaN NaN NaN
Horror, Mystery NaN 107.666667 NaN NaN 101.000000 101.000000 111.000000 NaN 1959.000000 NaN NaN 1995.000000 1995.000000 1941.000000
Horror, Mystery, Thriller NaN 103.615385 108.333333 NaN 103.000000 102.500000 104.750000 NaN 1995.769231 1981.666667 NaN 1971.666667 2002.000000 1967.750000
Horror, Thriller 101.0 98.600000 NaN NaN 101.000000 101.000000 98.000000 2006.0 1997.200000 NaN NaN 2006.000000 2006.000000 1995.000000
In [47]:
#CROSS TABLE
pd.crosstab(df["Year"],df["Certificates"])
Out[47]:
Certificates 18 A G PG R U UA
Year
1931 0 1 1 0 2 0 1
1936 0 2 1 0 2 0 0
1939 0 1 1 0 1 0 2
1941 0 4 0 0 0 0 1
1942 0 2 0 0 0 2 1
1944 0 2 0 2 0 1 0
1949 0 1 0 0 0 3 1
1952 0 2 0 0 1 0 2
1954 0 1 2 0 2 0 0
1957 0 5 4 0 1 0 0
1958 0 3 0 0 2 0 0
1959 5 2 0 0 1 2 0
1966 0 2 0 1 2 0 0
1967 0 3 0 0 0 2 0
1972 0 3 3 0 2 1 1
1974 0 3 1 0 1 2 3
1975 0 2 0 0 1 1 1
1976 0 2 0 0 1 1 1
1977 0 2 0 0 1 2 0
1979 0 4 0 0 4 1 1
1980 0 4 1 0 2 0 3
1981 0 2 0 0 2 1 0
1982 0 5 0 0 4 0 1
1983 0 2 0 0 3 0 0
1985 0 1 0 0 1 2 1
1986 0 1 1 0 0 1 2
1987 0 2 0 0 1 0 2
1988 0 2 0 0 5 1 2
1989 1 3 0 0 0 1 0
1990 0 0 2 0 1 1 1
1991 0 4 1 0 1 2 2
1993 1 1 0 0 6 0 2
1994 0 11 2 0 4 4 4
1995 1 15 0 0 2 3 4
1996 0 5 0 0 2 2 1
1997 0 7 3 1 1 3 0
1998 0 2 0 0 2 1 0
1999 0 14 2 0 3 1 5
2000 1 4 1 0 6 0 3
2001 1 9 2 0 3 3 2
2002 0 6 0 0 3 2 4
2003 0 9 0 0 5 2 4
2004 0 2 0 0 1 1 1
2005 0 8 1 0 0 0 1
2006 2 6 1 0 7 3 1
2007 1 2 3 0 2 0 2
2008 0 4 0 0 4 0 2
2009 2 7 0 0 1 0 0
2010 0 0 0 1 4 3 2
2012 0 3 0 0 4 4 4
2013 2 3 0 0 2 1 2
2014 0 1 1 0 0 2 1
2015 2 4 0 0 3 0 1
In [48]:
pd.crosstab(df["Title"],df["Rating"])
Out[48]:
Rating 5.6 5.8 5.9 6.0 6.2 6.4 6.5 6.6 6.7 6.8 ... 8.3 8.4 8.5 8.6 8.7 8.8 8.9 9.0 9.2 9.3
Title
A Space Odyssey 0 0 0 0 0 0 0 0 0 0 ... 1 0 0 0 0 0 0 0 0 0
Angry Men 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 1 0 0
Years a Slave 0 0 0 0 0 0 0 0 1 0 ... 0 0 0 0 0 0 0 0 0 0
A Beautiful Mind 0 0 0 0 0 0 0 0 0 1 ... 0 0 0 0 0 0 0 0 0 0
Alien 0 0 0 0 0 0 0 0 0 0 ... 0 0 1 0 0 0 0 0 0 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
To Have and Have Not 0 0 0 0 0 0 1 0 0 1 ... 1 0 0 0 0 0 0 0 0 0
Trainspotting 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
Twelve Monkeys 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
V for Vendetta 0 0 0 0 0 0 0 0 0 1 ... 0 0 0 0 0 0 0 0 0 0
Vertigo 0 0 0 0 0 0 0 1 0 0 ... 1 0 0 0 0 0 0 0 0 0

94 rows × 34 columns

In [49]:
#SICING INDEXING
df.iloc[:,0:5]
Out[49]:
Title Year Runtime Certificates Genre
0 The Godfather 1972 148 G Action, Adventure, Thriller
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi
2 Star Wars 1980 117 UA Crime, Drama, Thriller
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance
4 The Shining 1980 138 A Action, Crime, Sci-Fi
... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama
497 City Lights 1931 97 R Drama, Thriller
498 The Matrix 1999 105 A Action, Comedy, Horror
499 Sin City 2005 99 A Adventure, Horror, Thriller

500 rows × 5 columns

In [50]:
df.iloc[1:5:,0:5]
Out[50]:
Title Year Runtime Certificates Genre
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi
2 Star Wars 1980 117 UA Crime, Drama, Thriller
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance
4 The Shining 1980 138 A Action, Crime, Sci-Fi
In [51]:
df.iloc[1:5,0:6].median()
C:\Users\Dell\AppData\Local\Temp\ipykernel_5736\3297057569.py:1: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError.  Select only valid columns before calling the reduction.
  df.iloc[1:5,0:6].median()
Out[51]:
Year       1985.50
Runtime     131.00
Gross        87.38
dtype: float64
In [52]:
df
Out[52]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G Action, Adventure, Thriller 134.97 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.74 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.48 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.34 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.02 8.4 66
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy 90.57 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.90 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror 0.05 7.1 84
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.02 7.2 71

500 rows × 8 columns

DATA VISUALIZATION¶

In [53]:
df["Year"].value_counts()
Out[53]:
1995    25
1994    25
1999    25
2006    20
2003    20
2001    20
2012    15
1997    15
2000    15
2002    15
2005    10
1982    10
1996    10
1991    10
1988    10
2015    10
1957    10
1972    10
1974    10
2013    10
1980    10
2009    10
2008    10
1959    10
2007    10
1993    10
2010    10
1979    10
1958     5
2014     5
1949     5
1944     5
1989     5
1967     5
2004     5
1987     5
1985     5
1936     5
1966     5
1998     5
1952     5
1990     5
1941     5
1954     5
1976     5
1939     5
1983     5
1986     5
1977     5
1981     5
1975     5
1942     5
1931     5
Name: Year, dtype: int64
In [54]:
k=df["Year"].value_counts()
In [55]:
k.head(10).plot.bar(color="pink")
plt.title("IMDB")
plt.xlabel("Years")
plt.ylabel("Range")
plt.legend()
Out[55]:
<matplotlib.legend.Legend at 0x29fb6b98790>
In [56]:
sns.countplot(x="Year",data=df,color="pink")
plt.title("IMDB")
plt.xlabel("Years")
plt.ylabel("Range")
plt.legend()
plt.show()
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
In [57]:
k.head(10).plot.pie(autopct='%.0f%%')
plt.title("IMDB")
plt.xlabel("Years")
plt.ylabel("Range")
plt.show()
In [58]:
k.plot.line()
plt.title("IMDB")
plt.xlabel("Years")
plt.ylabel("Range")
plt.legend()
plt.show()
In [59]:
m=df["Metascore"].value_counts()
m
Out[59]:
84    27
73    17
72    17
86    16
76    15
      ..
39     1
44     1
48     1
42     1
36     1
Name: Metascore, Length: 63, dtype: int64
In [60]:
m.head(20).plot.bar()
plt.title("METASCORE")
plt.xlabel("Score")
plt.ylabel("Range")
plt.show()
In [61]:
m.head(20).plot.pie(autopct="%.0f%%")
plt.title("METASCORE")
plt.xlabel("Score")
plt.ylabel("Range")
plt.show()
In [ ]:
 
In [ ]:
 
In [62]:
r=df["Rating"].value_counts()
In [63]:
r.head(20).plot.bar()
plt.title("IMDB RATING")
plt.xlabel("Rating")
plt.ylabel("Range")
plt.show()
In [64]:
r.head(20).plot.line()
plt.title("IMDB RATING")
plt.xlabel("Rating")
plt.ylabel("Range")
plt.show()
In [65]:
r.head(20).plot.pie(autopct='%.0f%%')
plt.title("IMDB RATING")
plt.xlabel("Rating")
plt.ylabel("Range")
plt.show()
In [66]:
df["Rating"].hist()
plt.title("IMDB RATING")
plt.xlabel("Rating")
plt.ylabel("Range")
plt.legend()
plt.show()
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
In [67]:
sns.distplot(m)
C:\Users\Dell\anaconda3\lib\site-packages\seaborn\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).
  warnings.warn(msg, FutureWarning)
Out[67]:
<AxesSubplot:xlabel='Metascore', ylabel='Density'>
In [68]:
df["Year"].plot.density(color="pink")
Out[68]:
<AxesSubplot:ylabel='Density'>
In [69]:
df["Runtime"].plot.density(color="pink")
Out[69]:
<AxesSubplot:ylabel='Density'>
In [70]:
df["Gross"].plot.density(color="pink")
Out[70]:
<AxesSubplot:ylabel='Density'>
In [71]:
df["Rating"].plot.density(color="pink")
Out[71]:
<AxesSubplot:ylabel='Density'>
In [72]:
df["Metascore"].plot.density(color="pink")
plt.title("IMDB METASCORE")
plt.show()
In [73]:
df
Out[73]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G Action, Adventure, Thriller 134.97 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.74 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.48 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.34 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.02 8.4 66
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy 90.57 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.90 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror 0.05 7.1 84
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.02 7.2 71

500 rows × 8 columns

In [ ]:
 
In [ ]:
 
In [74]:
df["Rating"].plot.density()
Out[74]:
<AxesSubplot:ylabel='Density'>
In [75]:
t=df["Title"].value_counts()
t
Out[75]:
Star Wars                20
The Lord of the Rings    15
L                        10
The Godfather             5
To Have and Have Not      5
                         ..
Citizen Kane              5
Back to the Future        5
Rear Window               5
North by Northwest        5
Sin City                  5
Name: Title, Length: 94, dtype: int64
In [76]:
t.head(10).plot.bar()
Out[76]:
<AxesSubplot:>
In [ ]:
 
In [77]:
t.head(10).plot.pie(autopct="%.0f%%")
Out[77]:
<AxesSubplot:ylabel='Title'>
In [78]:
top_gross=df.nlargest(5,"Gross")
plt.bar(top_gross["Title"],top_gross["Gross"],color=["Red","Yellow","Green","Pink","Orange"])
plt.title("IMDB")
plt.xlabel("Titles")
plt.ylabel("Gross")
plt.legend()
plt.show()
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
In [79]:
top_rating=df.nlargest(5,"Rating")
plt.bar(top_rating["Title"],top_rating["Rating"],color=["Red","Yellow","Green","Pink","Orange"])
plt.title("IMDB")
plt.xlabel("Titles")
plt.ylabel("Rating")
plt.legend()
plt.show()
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
In [80]:
top_metascore=df.nlargest(5,"Metascore")
plt.bar(top_metascore["Title"],top_metascore["Metascore"],color=["Red","Yellow","Green","Pink","Orange"])
plt.title("IMDB")
plt.xlabel("Titles")
plt.ylabel("Rating")
plt.legend()
plt.show()
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
In [ ]:
 
In [81]:
df
Out[81]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G Action, Adventure, Thriller 134.97 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.74 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.48 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.34 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.02 8.4 66
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy 90.57 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.90 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror 0.05 7.1 84
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.02 7.2 71

500 rows × 8 columns

HISTOGRAM¶

In [82]:
sns.histplot(df["Year"])
Out[82]:
<AxesSubplot:xlabel='Year', ylabel='Count'>
In [83]:
sns.histplot(df["Runtime"])
Out[83]:
<AxesSubplot:xlabel='Runtime', ylabel='Count'>
In [84]:
df["Title"].head(10).hist()
Out[84]:
<AxesSubplot:>
In [85]:
sns.histplot(x="Title",data=data,kde=True)
plt.show()
In [86]:
sns.histplot(x="Certificates",data=data,kde=True)
plt.show()

SCATTER PLOT¶

In [87]:
plt.scatter(df["Metascore"],df["Year"],color="Green")
plt.show()
In [88]:
plt.scatter(df["Metascore"][10:26],df["Title"][10:26],color="Green")
plt.show()
In [89]:
sns.countplot(x="Title",data=df)
plt.show()
In [90]:
sns.countplot(x="Certificates",data=df)
plt.show()
In [91]:
sns.kdeplot(df["Year"],shade=True)
plt.show()
In [92]:
sns.kdeplot(df["Rating"],shade=True)
plt.show()
In [93]:
sns.kdeplot(df["Runtime"],shade=True)
plt.show()
In [94]:
sns.kdeplot(df["Gross"],shade=True)
plt.show()
In [95]:
sns.kdeplot(df["Metascore"],shade=True)
plt.show()
In [ ]:
 
In [96]:
df[["Metascore","Rating"]].corr()
Out[96]:
Metascore Rating
Metascore 1.000000 0.516412
Rating 0.516412 1.000000
In [ ]:
 
In [97]:
df
Out[97]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G Action, Adventure, Thriller 134.97 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.74 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.48 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.34 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.02 8.4 66
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy 90.57 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.90 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror 0.05 7.1 84
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.02 7.2 71

500 rows × 8 columns

BOXPLOT¶

In [98]:
sns.boxplot(x=df["Year"])
Out[98]:
<AxesSubplot:xlabel='Year'>
In [99]:
Q1 = df['Year'].quantile(0.25)
Q3 = df['Year'].quantile(0.75)
print(Q1)
print(Q3)
Year_IQR = Q3 - Q1
print(Year_IQR)
Year_lower_bound = Q1 - 0.5 * Year_IQR
Year_upper_bound = Q3 + 0.5 * Year_IQR

print(Year_lower_bound)
print(Year_upper_bound)

clean_df = df[(df['Year'] > Year_lower_bound) & (df['Year'] < Year_upper_bound)]
print(df['Year'])
1979.75
2003.0
23.25
1968.125
2014.625
0      1972
1      1991
2      1980
3      1994
4      1980
       ... 
495    1967
496    2004
497    1931
498    1999
499    2005
Name: Year, Length: 500, dtype: int32
In [100]:
clean_df["Year"].plot(kind="box")
Out[100]:
<AxesSubplot:>
In [101]:
sns.boxplot(x=df["Runtime"])
Out[101]:
<AxesSubplot:xlabel='Runtime'>
In [102]:
Q1 = df["Runtime"].quantile(0.25)
Q3 = df['Year'].quantile(0.75)
print(Q1)
print(Q3)
Runtime_IQR = Q3 - Q1
print(Runtime_IQR)
Runtime_lower_bound = Q1 - 0.5 * Runtime_IQR
Runtime_upper_bound = Q3 + 0.5 * Runtime_IQR

print(Runtime_lower_bound)
print(Runtime_upper_bound)

clean_df = df[(df['Runtime'] > Year_lower_bound) & (df['Runtime'] < Year_upper_bound)]
print(df['Runtime'])
102.5
2003.0
1900.5
-847.75
2953.25
0      148
1      124
2      117
3      143
4      138
      ... 
495    116
496     91
497     97
498    105
499     99
Name: Runtime, Length: 500, dtype: int32
In [103]:
sns.boxplot(x=df["Metascore"])
Out[103]:
<AxesSubplot:xlabel='Metascore'>
In [104]:
Q1 = df["Metascore"].quantile(0.25)
Q3 = df['Metascore'].quantile(0.75)
print(Q1)
print(Q3)
Metascore_IQR = Q3 - Q1
print(Metascore_IQR)
Metascore_lower_bound = Q1 - 0.5 * Metascore_IQR
Metascore_upper_bound = Q3 + 0.5 * Metascore_IQR

print(Metascore_lower_bound)
print(Metascore_upper_bound)

clean_df = df[(df['Metascore'] > Metascore_lower_bound) & (df['Metascore'] < Metascore_upper_bound)]
print(df['Metascore'])
64.0
84.0
20.0
54.0
94.0
0      100
1       86
2       82
3       82
4       66
      ... 
495     49
496     67
497     51
498     84
499     71
Name: Metascore, Length: 500, dtype: int32
In [105]:
clean_df["Metascore"].plot(kind="box")
Out[105]:
<AxesSubplot:>
In [106]:
sns.boxplot(x=df["Gross"])
plt.show()
In [107]:
Q1 = df["Gross"].quantile(0.25)
Q3 = df['Gross'].quantile(0.75)
print(Q1)
print(Q3)
Gross_IQR = Q3 - Q1
print(Gross_IQR)
Gross_lower_bound = Q1 - 0.5 * Gross_IQR
Gross_upper_bound = Q3 + 0.5 * Gross_IQR

print(Gross_lower_bound)
print(Gross_upper_bound)

clean_df = df[(df['Gross'] > Gross_lower_bound) & (df['Gross'] < Gross_upper_bound)]
print(df['Gross'])
12.584999999999999
113.4675
100.88250000000001
-37.85625
163.90875
0      134.97
1      130.74
2      290.48
3       28.34
4       44.02
        ...  
495     90.57
496     11.90
497     20.75
498      0.05
499     26.02
Name: Gross, Length: 500, dtype: float64
In [108]:
clean_df["Gross"].plot(kind="box")
Out[108]:
<AxesSubplot:>
In [109]:
sns.boxplot(x=df["Rating"])
plt.show()
In [110]:
Q1 = df["Rating"].quantile(0.25)
Q3 = df['Rating'].quantile(0.75)
print(Q1)
print(Q3)
Rating_IQR = Q3 - Q1
print(Rating_IQR)
Rating_lower_bound = Q1 - 0.25 * Rating_IQR
Rating_upper_bound = Q3 + 0.25 * Rating_IQR

print(Rating_lower_bound)
print(Rating_upper_bound)

clean_df = df[(df['Rating'] > Rating_lower_bound) & (df['Rating'] < Rating_upper_bound)]
print(df["Rating"])
7.3
8.1
0.7999999999999998
7.1
8.299999999999999
0      9.2
1      8.6
2      8.7
3      9.3
4      8.4
      ... 
495    6.6
496    7.2
497    6.2
498    7.1
499    7.2
Name: Rating, Length: 500, dtype: float64
In [111]:
clean_df["Rating"].plot(kind="box")
Out[111]:
<AxesSubplot:>

HEAT MAPS¶

In [112]:
sns.heatmap(df[["Rating","Year"]].head(10),annot=True,cmap="Greens")
Out[112]:
<AxesSubplot:>
In [113]:
df[["Rating","Year"]].corr()
Out[113]:
Rating Year
Rating 1.00000 -0.01522
Year -0.01522 1.00000
In [114]:
sns.heatmap(df[["Runtime","Year"]].head(10),annot=True,cmap="Blues")
Out[114]:
<AxesSubplot:>
In [115]:
df[["Runtime","Year"]].corr()
Out[115]:
Runtime Year
Runtime 1.00000 -0.03241
Year -0.03241 1.00000
In [116]:
sns.heatmap(df.corr(),annot=True)
plt.show()
In [117]:
df.corr()
Out[117]:
Year Runtime Gross Rating Metascore
Year 1.000000 -0.032410 0.104666 -0.015220 -0.031350
Runtime -0.032410 1.000000 0.035900 0.093979 0.039340
Gross 0.104666 0.035900 1.000000 0.166455 0.019365
Rating -0.015220 0.093979 0.166455 1.000000 0.516412
Metascore -0.031350 0.039340 0.019365 0.516412 1.000000

PAIR PLOT¶

In [118]:
sns.pairplot(df)
plt.show()
In [119]:
sns.violinplot(data=df,x="Runtime"[0:10],y="Year"[0:10])
plt.show()
In [120]:
df
Out[120]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G Action, Adventure, Thriller 134.97 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.74 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.48 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.34 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.02 8.4 66
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy 90.57 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.90 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror 0.05 7.1 84
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.02 7.2 71

500 rows × 8 columns

PROFILING REPORT¶

In [121]:
import ydata_profiling 
In [122]:
from ydata_profiling import ProfileReport
In [123]:
profile=ProfileReport(df,title="profiling Report")
In [124]:
profile.to_html()
Summarize dataset:   0%|          | 0/5 [00:00<?, ?it/s]
Generate report structure:   0%|          | 0/1 [00:00<?, ?it/s]
Render HTML:   0%|          | 0/1 [00:00<?, ?it/s]
Out[124]:
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class=sr-only>Toggle navigation</span><span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button><a class="navbar-brand anchor" href=#top>profiling Report</a></div><div id=navbar class="navbar-collapse collapse"><ul class="nav navbar-nav navbar-right"><li><a href=#overview>Overview</a></li><li><a href=#variables-dropdown>Variables</a></li><li><a href=#interactions>Interactions</a></li><li><a href=#correlations_tab>Correlations</a></li><li><a href=#missing>Missing values</a></li><li><a href=#sample>Sample</a></li></ul></div></div></nav><div class=content><div class=container><div class="row header"><a class=anchor-pos id=overview></a><h1 class=page-header>Overview</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-pills" role=tablist><li role=presentation class=active><a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab>Alerts <span class=badge>3</span></a></li><li role=presentation><a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab>Reproduction</a></li></ul><div class=tab-content style="padding-top: 10px;"><div role=tabpanel class="tab-pane col-sm-12 active" id=overview-dataset_overview><div class=col-sm-6><p class=h4>Dataset statistics</p><table class="table table-condensed stats"><tbody><tr><th>Number of variables</th><td>8</td></tr><tr><th>Number of observations</th><td>500</td></tr><tr><th>Missing cells</th><td>0</td></tr><tr><th>Missing cells (%)</th><td>0.0%</td></tr><tr><th>Duplicate rows</th><td>0</td></tr><tr><th>Duplicate rows (%)</th><td>0.0%</td></tr><tr><th>Total size in memory</th><td>25.5 KiB</td></tr><tr><th>Average record size in memory</th><td>52.3 B</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Variable types</p><table class="table table-condensed stats"><tbody><tr><th>Text</th><td>1</td></tr><tr><th>Numeric</th><td>5</td></tr><tr><th>Categorical</th><td>2</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-alerts><div class=col-sm-12><table class="table table-condensed list-warnings"><p class=h4>Alerts</p><tr style=border-top:0><td><a href=#pp_var_5487136618864816151><code>Year</code></a> is highly overall correlated with <code>Genre</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_479514411626304703><code>Runtime</code></a> is highly overall correlated with <code>Genre</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_-913468747585567534><code>Genre</code></a> is highly overall correlated with <code>Year</code> and <abbr title="Year, Runtime">1 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-reproduction><div class=col-sm-12><p class=h4>Reproduction</p><table class="table table-condensed stats"><tbody><tr><th>Analysis started</th><td>2023-06-19 06:21:56.279388</td></tr><tr><th>Analysis finished</th><td>2023-06-19 06:22:06.333272</td></tr><tr><th>Duration</th><td>10.05 seconds</td></tr><tr><th>Software version</th><td><a href=https://github.com/ydataai/ydata-profiling>ydata-profiling vv4.2.0</a></td></tr><tr><th>Download configuration</th><td><a download=config.json 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class="row header"><a class=anchor-pos id=variables-dropdown></a><h1 class=page-header>Variables</h1></div><div class=section-items><div class="row spacing"><select name=Variables id=variables-dropdown class=dropdown-toggle><option value>Select Columns</option><option value=Title>Title</option><option value=Year>Year</option><option value=Runtime>Runtime</option><option value=Certificates>Certificates</option><option value=Genre>Genre</option><option value=Gross>Gross</option><option value=Rating>Rating</option><option value=Metascore>Metascore</option></select></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_822950417578657017></a><div class=variable><div class=col-sm-12><p class=h4 title=Title><a href=#pp_var_822950417578657017>Title</a><br><small>Text</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>94</td></tr><tr><th>Distinct (%)</th><td>18.8%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>4.0 KiB</td></tr></tbody></table></div><div class=col-sm-6><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=432pt height=288pt viewbox="0 0 432 288" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# xmlns:rdf=http://www.w3.org/1999/02/22-rdf-syntax-ns#><cc:work><dc:type rdf:resource=http://purl.org/dc/dcmitype/StillImage /><dc:date>2023-06-19T11:52:07.441554</dc:date><dc:format>image/svg+xml</dc:format><dc:creator><cc:agent><dc:title>Matplotlib v3.5.2, 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" id=image9347c8a16a x=55.08 y=-34.56 width=332.64 height=221.76 transform="scale(1 -1)translate(0 -221.76)"/></g></g></g><defs><clippath id=p18037dc62c><rect x=55.08 y=34.56 width=332.64 height=221.76 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-822950417578657017, #minifreqtable822950417578657017" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-822950417578657017 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#822950417578657017bottom-822950417578657017overview aria-controls=822950417578657017bottom-822950417578657017overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#822950417578657017bottom-822950417578657017word aria-controls=822950417578657017bottom-822950417578657017word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#822950417578657017bottom-822950417578657017characters aria-controls=822950417578657017bottom-822950417578657017characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=822950417578657017bottom-822950417578657017overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td>37</td></tr><tr><th>Median length</th><td>21.5</td></tr><tr><th>Mean length</th><td>13.25</td></tr><tr><th>Min length</th><td>1</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td>6625</td></tr><tr><th>Distinct characters</th><td>50</td></tr><tr><th>Distinct categories</th><td>3 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>2 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>The Godfather</td></tr><tr><th>2nd row</th><td>The Silence of the Lambs</td></tr><tr><th>3rd row</th><td>Star Wars</td></tr><tr><th>4th row</th><td>The Shawshank Redemption</td></tr><tr><th>5th row</th><td>The Shining</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017bottom-822950417578657017word><div class=col-sm-6><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=the> the </td><td>175</td><td><div class=bar style=width:19.6%> &nbsp; </div> 14.1% </td></tr><tr class><td title=of> of </td><td>45</td><td><div class=bar style=width:5.0%> &nbsp; </div> 3.6% </td></tr><tr class><td title=star> star </td><td>20</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.6% </td></tr><tr class><td title=a> a </td><td>20</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.6% </td></tr><tr class><td title=wars> wars </td><td>20</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.6% </td></tr><tr class><td title=for> for </td><td>15</td><td><div class=bar style=width:1.7%> &nbsp; </div> 1.2% </td></tr><tr class><td title=men> men </td><td>15</td><td><div class=bar style=width:1.7%> &nbsp; </div> 1.2% </td></tr><tr class><td title=rings> rings </td><td>15</td><td><div class=bar style=width:1.7%> &nbsp; </div> 1.2% </td></tr><tr class><td title=lord> lord </td><td>15</td><td><div class=bar style=width:1.7%> &nbsp; </div> 1.2% </td></tr><tr class><td title=king> king </td><td>10</td><td><div class=bar style=width:1.1%> &nbsp; </div> 0.8% </td></tr><tr class=other><td title="Other values (165)"> Other values (165) </td><td>895</td><td><div class=bar style=width:100.0%> 71.9% </div></td></tr></tbody></table></div><div class=col-sm-6><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=432pt height=288pt viewbox="0 0 432 288" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# xmlns:rdf=http://www.w3.org/1999/02/22-rdf-syntax-ns#><cc:work><dc:type rdf:resource=http://purl.org/dc/dcmitype/StillImage /><dc:date>2023-06-19T11:52:09.014462</dc:date><dc:format>image/svg+xml</dc:format><dc:creator><cc:agent><dc:title>Matplotlib v3.5.2, 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" id=imagea4ca34b9df x=55.08 y=-34.56 width=332.64 height=221.76 transform="scale(1 -1)translate(0 -221.76)"/></g></g></g><defs><clippath id=pbfedbb3db9><rect x=55.08 y=34.56 width=332.64 height=221.76 /></clippath></defs></svg></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017bottom-822950417578657017characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#822950417578657017unicode-822950417578657017characters aria-controls=822950417578657017unicode-822950417578657017characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#822950417578657017unicode-822950417578657017categories aria-controls=822950417578657017unicode-822950417578657017categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#822950417578657017unicode-822950417578657017scripts aria-controls=822950417578657017unicode-822950417578657017scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#822950417578657017unicode-822950417578657017blocks aria-controls=822950417578657017unicode-822950417578657017blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=822950417578657017unicode-822950417578657017characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>775</td><td><div class=bar style=width:34.1%> &nbsp; </div> 11.7% </td></tr><tr class><td title=e> e </td><td>655</td><td><div class=bar style=width:28.9%> &nbsp; </div> 9.9% </td></tr><tr class><td title=a> a </td><td>445</td><td><div class=bar style=width:19.6%> &nbsp; </div> 6.7% </td></tr><tr class><td title=i> i </td><td>435</td><td><div class=bar style=width:19.2%> &nbsp; </div> 6.6% </td></tr><tr class><td title=n> n </td><td>405</td><td><div class=bar style=width:17.8%> &nbsp; </div> 6.1% </td></tr><tr class><td title=t> t </td><td>405</td><td><div class=bar style=width:17.8%> &nbsp; </div> 6.1% </td></tr><tr class><td title=o> o </td><td>345</td><td><div class=bar style=width:15.2%> &nbsp; </div> 5.2% </td></tr><tr class><td title=r> r </td><td>340</td><td><div class=bar style=width:15.0%> &nbsp; </div> 5.1% </td></tr><tr class><td title=h> h </td><td>285</td><td><div class=bar style=width:12.6%> &nbsp; </div> 4.3% </td></tr><tr class><td title=s> s </td><td>265</td><td><div class=bar style=width:11.7%> &nbsp; </div> 4.0% </td></tr><tr class=other><td title="Other values (40)"> Other values (40) </td><td>2270</td><td><div class=bar style=width:100.0%> 34.3% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017unicode-822950417578657017categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Lowercase Letter"> Lowercase Letter </td><td>4790</td><td><div class=bar style=width:100.0%> 72.3% </div></td></tr><tr class><td title="Uppercase Letter"> Uppercase Letter </td><td>1060</td><td><div class=bar style=width:22.1%> &nbsp; </div> 16.0% </td></tr><tr class><td title="Space Separator"> Space Separator </td><td>775</td><td><div class=bar style=width:16.2%> &nbsp; </div> 11.7% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Lowercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=e> e </td><td>655</td><td><div class=bar style=width:64.9%> 13.7% </div></td></tr><tr class><td title=a> a </td><td>445</td><td><div class=bar style=width:44.1%> 9.3% </div></td></tr><tr class><td title=i> i </td><td>435</td><td><div class=bar style=width:43.1%> 9.1% </div></td></tr><tr class><td title=n> n </td><td>405</td><td><div class=bar style=width:40.1%> 8.5% </div></td></tr><tr class><td title=t> t </td><td>405</td><td><div class=bar style=width:40.1%> 8.5% </div></td></tr><tr class><td title=o> o </td><td>345</td><td><div class=bar style=width:34.2%> &nbsp; </div> 7.2% </td></tr><tr class><td title=r> r </td><td>340</td><td><div class=bar style=width:33.7%> &nbsp; </div> 7.1% </td></tr><tr class><td title=h> h </td><td>285</td><td><div class=bar style=width:28.2%> &nbsp; </div> 5.9% </td></tr><tr class><td title=s> s </td><td>265</td><td><div class=bar style=width:26.2%> &nbsp; </div> 5.5% </td></tr><tr class><td title=l> l </td><td>200</td><td><div class=bar style=width:19.8%> &nbsp; </div> 4.2% </td></tr><tr class=other><td title="Other values (16)"> Other values (16) </td><td>1010</td><td><div class=bar style=width:100.0%> 21.1% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Uppercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=T> T </td><td>165</td><td><div class=bar style=width:53.2%> 15.6% </div></td></tr><tr class><td title=S> S </td><td>95</td><td><div class=bar style=width:30.6%> &nbsp; </div> 9.0% </td></tr><tr class><td title=L> L </td><td>85</td><td><div class=bar style=width:27.4%> &nbsp; </div> 8.0% </td></tr><tr class><td title=M> M </td><td>85</td><td><div class=bar style=width:27.4%> &nbsp; </div> 8.0% </td></tr><tr class><td title=R> R </td><td>70</td><td><div class=bar style=width:22.6%> &nbsp; </div> 6.6% </td></tr><tr class><td title=C> C </td><td>60</td><td><div class=bar style=width:19.4%> &nbsp; </div> 5.7% </td></tr><tr class><td title=I> I </td><td>50</td><td><div class=bar style=width:16.1%> &nbsp; </div> 4.7% </td></tr><tr class><td title=A> A </td><td>50</td><td><div class=bar style=width:16.1%> &nbsp; </div> 4.7% </td></tr><tr class><td title=D> D </td><td>45</td><td><div class=bar style=width:14.5%> &nbsp; </div> 4.2% </td></tr><tr class><td title=B> B </td><td>45</td><td><div class=bar style=width:14.5%> &nbsp; </div> 4.2% </td></tr><tr class=other><td title="Other values (13)"> Other values (13) </td><td>310</td><td><div class=bar style=width:100.0%> 29.2% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Space Separator</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>775</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017unicode-822950417578657017scripts><div class="row named-list-item"><h4>Most occurring scripts</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Latin> Latin </td><td>5850</td><td><div class=bar style=width:100.0%> 88.3% </div></td></tr><tr class><td title=Common> Common </td><td>775</td><td><div class=bar style=width:13.2%> &nbsp; </div> 11.7% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Latin</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=e> e </td><td>655</td><td><div class=bar style=width:31.6%> &nbsp; </div> 11.2% </td></tr><tr class><td title=a> a </td><td>445</td><td><div class=bar style=width:21.5%> &nbsp; </div> 7.6% </td></tr><tr class><td title=i> i </td><td>435</td><td><div class=bar style=width:21.0%> &nbsp; </div> 7.4% </td></tr><tr class><td title=n> n </td><td>405</td><td><div class=bar style=width:19.6%> &nbsp; </div> 6.9% </td></tr><tr class><td title=t> t </td><td>405</td><td><div class=bar style=width:19.6%> &nbsp; </div> 6.9% </td></tr><tr class><td title=o> o </td><td>345</td><td><div class=bar style=width:16.7%> &nbsp; </div> 5.9% </td></tr><tr class><td title=r> r </td><td>340</td><td><div class=bar style=width:16.4%> &nbsp; </div> 5.8% </td></tr><tr class><td title=h> h </td><td>285</td><td><div class=bar style=width:13.8%> &nbsp; </div> 4.9% </td></tr><tr class><td title=s> s </td><td>265</td><td><div class=bar style=width:12.8%> &nbsp; </div> 4.5% </td></tr><tr class><td title=l> l </td><td>200</td><td><div class=bar style=width:9.7%> &nbsp; </div> 3.4% </td></tr><tr class=other><td title="Other values (39)"> Other values (39) </td><td>2070</td><td><div class=bar style=width:100.0%> 35.4% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Common</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>775</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017unicode-822950417578657017blocks><div class="row named-list-item"><h4>Most occurring blocks</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=ASCII> ASCII </td><td>6625</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>775</td><td><div class=bar style=width:34.1%> &nbsp; </div> 11.7% </td></tr><tr class><td title=e> e </td><td>655</td><td><div class=bar style=width:28.9%> &nbsp; </div> 9.9% </td></tr><tr class><td title=a> a </td><td>445</td><td><div class=bar style=width:19.6%> &nbsp; </div> 6.7% </td></tr><tr class><td title=i> i </td><td>435</td><td><div class=bar style=width:19.2%> &nbsp; </div> 6.6% </td></tr><tr class><td title=n> n </td><td>405</td><td><div class=bar style=width:17.8%> &nbsp; </div> 6.1% </td></tr><tr class><td title=t> t </td><td>405</td><td><div class=bar style=width:17.8%> &nbsp; </div> 6.1% </td></tr><tr class><td title=o> o </td><td>345</td><td><div class=bar style=width:15.2%> &nbsp; </div> 5.2% </td></tr><tr class><td title=r> r </td><td>340</td><td><div class=bar style=width:15.0%> &nbsp; </div> 5.1% </td></tr><tr class><td title=h> h </td><td>285</td><td><div class=bar style=width:12.6%> &nbsp; </div> 4.3% </td></tr><tr class><td title=s> s </td><td>265</td><td><div class=bar style=width:11.7%> &nbsp; </div> 4.0% </td></tr><tr class=other><td title="Other values (40)"> Other values (40) </td><td>2270</td><td><div class=bar style=width:100.0%> 34.3% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_5487136618864816151></a><div class=variable><div class=col-sm-12><p class=h4 title=Year><a href=#pp_var_5487136618864816151>Year</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>53</td></tr><tr><th>Distinct (%)</th><td>10.6%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>1989.13</td></tr></tbody></table></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>1931</td></tr><tr><th>Maximum</th><td>2015</td></tr><tr><th>Zeros</th><td>0</td></tr><tr><th>Zeros (%)</th><td>0.0%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>2.1 KiB</td></tr></tbody></table></div><div class=col-sm-4><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=216pt height=162pt viewbox="0 0 216 162" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ 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77.284256 \nz\n" clip-path=url(#pe975cbe4b4) style="fill: #377eb8; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter"/></g><g id=patch_53><path d="M 10.8 123.135468 \nL 10.8 10.8 \n" style="fill: none"/></g><g id=patch_54><path d="M 205.2 123.135468 \nL 205.2 10.8 \n" style="fill: none"/></g><g id=patch_55><path d="M 10.8 123.135468 \nL 205.2 123.135468 \n" style="fill: none"/></g><g id=patch_56><path d="M 10.8 10.8 \nL 205.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=pe975cbe4b4><rect x=10.8 y=10.8 width=194.4 height=112.335468 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-5487136618864816151, #minifreqtable5487136618864816151" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-5487136618864816151 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5487136618864816151bottom-5487136618864816151statistics aria-controls=5487136618864816151bottom-5487136618864816151statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#5487136618864816151bottom-5487136618864816151histogram aria-controls=5487136618864816151bottom-5487136618864816151histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#5487136618864816151bottom-5487136618864816151common_values aria-controls=5487136618864816151bottom-5487136618864816151common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#5487136618864816151bottom-5487136618864816151extreme_values aria-controls=5487136618864816151bottom-5487136618864816151extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5487136618864816151bottom-5487136618864816151statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>1931</td></tr><tr><th>5-th percentile</th><td>1943.9</td></tr><tr><th>Q1</th><td>1979.75</td></tr><tr><th>median</th><td>1995</td></tr><tr><th>Q3</th><td>2003</td></tr><tr><th>95-th percentile</th><td>2012.05</td></tr><tr><th>Maximum</th><td>2015</td></tr><tr><th>Range</th><td>84</td></tr><tr><th>Interquartile range (IQR)</th><td>23.25</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>20.135142</td></tr><tr><th>Coefficient of variation (CV)</th><td>0.010122587</td></tr><tr><th>Kurtosis</th><td>0.47732097</td></tr><tr><th>Mean</th><td>1989.13</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>11</td></tr><tr><th>Skewness</th><td>-1.1139212</td></tr><tr><th>Sum</th><td>994565</td></tr><tr><th>Variance</th><td>405.42395</td></tr><tr><th>Monotonicity</th><td>Not 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id=5487136618864816151bottom-5487136618864816151common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1995> 1995 </td><td>25</td><td><div class=bar style=width:8.2%> &nbsp; </div> 5.0% </td></tr><tr class><td title=1994> 1994 </td><td>25</td><td><div class=bar style=width:8.2%> &nbsp; </div> 5.0% </td></tr><tr class><td title=1999> 1999 </td><td>25</td><td><div class=bar style=width:8.2%> &nbsp; </div> 5.0% </td></tr><tr class><td title=2006> 2006 </td><td>20</td><td><div class=bar style=width:6.6%> &nbsp; </div> 4.0% </td></tr><tr class><td title=2003> 2003 </td><td>20</td><td><div class=bar style=width:6.6%> &nbsp; </div> 4.0% </td></tr><tr class><td title=2001> 2001 </td><td>20</td><td><div class=bar style=width:6.6%> &nbsp; </div> 4.0% </td></tr><tr class><td title=2012> 2012 </td><td>15</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.0% </td></tr><tr class><td title=1997> 1997 </td><td>15</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.0% </td></tr><tr class><td title=2000> 2000 </td><td>15</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.0% </td></tr><tr class><td title=2002> 2002 </td><td>15</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.0% </td></tr><tr class=other><td title="Other values (43)"> Other values (43) </td><td>305</td><td><div class=bar style=width:100.0%> 61.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5487136618864816151bottom-5487136618864816151extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5487136618864816151extreme_values-5487136618864816151firstn aria-controls=5487136618864816151extreme_values-5487136618864816151firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#5487136618864816151extreme_values-5487136618864816151lastn aria-controls=5487136618864816151extreme_values-5487136618864816151lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5487136618864816151extreme_values-5487136618864816151firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1931> 1931 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1936> 1936 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1939> 1939 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1941> 1941 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1942> 1942 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1944> 1944 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1949> 1949 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1952> 1952 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1954> 1954 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1957> 1957 </td><td>10</td><td><div class=bar style=width:100.0%> 2.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5487136618864816151extreme_values-5487136618864816151lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=2015> 2015 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2014> 2014 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=2013> 2013 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2012> 2012 </td><td>15</td><td><div class=bar style=width:75.0%> 3.0% </div></td></tr><tr class><td title=2010> 2010 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2009> 2009 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2008> 2008 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2007> 2007 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2006> 2006 </td><td>20</td><td><div class=bar style=width:100.0%> 4.0% </div></td></tr><tr class><td title=2005> 2005 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_479514411626304703></a><div class=variable><div class=col-sm-12><p class=h4 title=Runtime><a href=#pp_var_479514411626304703>Runtime</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>51</td></tr><tr><th>Distinct (%)</th><td>10.2%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>115.97</td></tr></tbody></table></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>81</td></tr><tr><th>Maximum</th><td>187</td></tr><tr><th>Zeros</th><td>0</td></tr><tr><th>Zeros (%)</th><td>0.0%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>2.1 KiB</td></tr></tbody></table></div><div class=col-sm-4><?xml version="1.0" encoding="utf-8" 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stroke-linejoin: miter"/></g><g id=patch_53><path d="M 10.8 126.253808 \nL 10.8 10.8 \n" style="fill: none"/></g><g id=patch_54><path d="M 205.2 126.253808 \nL 205.2 10.8 \n" style="fill: none"/></g><g id=patch_55><path d="M 10.8 126.253808 \nL 205.2 126.253808 \n" style="fill: none"/></g><g id=patch_56><path d="M 10.8 10.8 \nL 205.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=p88a0c97665><rect x=10.8 y=10.8 width=194.4 height=115.453808 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-479514411626304703, #minifreqtable479514411626304703" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-479514411626304703 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#479514411626304703bottom-479514411626304703statistics aria-controls=479514411626304703bottom-479514411626304703statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#479514411626304703bottom-479514411626304703histogram aria-controls=479514411626304703bottom-479514411626304703histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#479514411626304703bottom-479514411626304703common_values aria-controls=479514411626304703bottom-479514411626304703common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#479514411626304703bottom-479514411626304703extreme_values aria-controls=479514411626304703bottom-479514411626304703extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=479514411626304703bottom-479514411626304703statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>81</td></tr><tr><th>5-th percentile</th><td>91.95</td></tr><tr><th>Q1</th><td>102.5</td></tr><tr><th>median</th><td>113.5</td></tr><tr><th>Q3</th><td>126.25</td></tr><tr><th>95-th percentile</th><td>148.35</td></tr><tr><th>Maximum</th><td>187</td></tr><tr><th>Range</th><td>106</td></tr><tr><th>Interquartile range (IQR)</th><td>23.75</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>18.741708</td></tr><tr><th>Coefficient of variation (CV)</th><td>0.16160824</td></tr><tr><th>Kurtosis</th><td>1.6215661</td></tr><tr><th>Mean</th><td>115.97</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>12.5</td></tr><tr><th>Skewness</th><td>1.0514227</td></tr><tr><th>Sum</th><td>57985</td></tr><tr><th>Variance</th><td>351.2516</td></tr><tr><th>Monotonicity</th><td>Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel 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height=165.95363 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=479514411626304703bottom-479514411626304703common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=101> 101 </td><td>25</td><td><div class=bar style=width:8.5%> &nbsp; </div> 5.0% </td></tr><tr class><td title=110> 110 </td><td>25</td><td><div class=bar style=width:8.5%> &nbsp; </div> 5.0% </td></tr><tr class><td title=124> 124 </td><td>25</td><td><div class=bar style=width:8.5%> &nbsp; </div> 5.0% </td></tr><tr class><td title=104> 104 </td><td>25</td><td><div class=bar style=width:8.5%> &nbsp; </div> 5.0% </td></tr><tr class><td title=115> 115 </td><td>20</td><td><div class=bar style=width:6.8%> &nbsp; </div> 4.0% </td></tr><tr class><td title=93> 93 </td><td>20</td><td><div class=bar style=width:6.8%> &nbsp; </div> 4.0% </td></tr><tr class><td title=100> 100 </td><td>20</td><td><div class=bar style=width:6.8%> &nbsp; </div> 4.0% </td></tr><tr class><td title=105> 105 </td><td>15</td><td><div class=bar style=width:5.1%> &nbsp; </div> 3.0% </td></tr><tr class><td title=103> 103 </td><td>15</td><td><div class=bar style=width:5.1%> &nbsp; </div> 3.0% </td></tr><tr class><td title=120> 120 </td><td>15</td><td><div class=bar style=width:5.1%> &nbsp; </div> 3.0% </td></tr><tr class=other><td title="Other values (41)"> Other values (41) </td><td>295</td><td><div class=bar style=width:100.0%> 59.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=479514411626304703bottom-479514411626304703extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#479514411626304703extreme_values-479514411626304703firstn aria-controls=479514411626304703extreme_values-479514411626304703firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#479514411626304703extreme_values-479514411626304703lastn aria-controls=479514411626304703extreme_values-479514411626304703lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=479514411626304703extreme_values-479514411626304703firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=81> 81 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=88> 88 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=90> 90 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=91> 91 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=92> 92 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=93> 93 </td><td>20</td><td><div class=bar style=width:100.0%> 4.0% </div></td></tr><tr class><td title=95> 95 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=97> 97 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=98> 98 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=99> 99 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=479514411626304703extreme_values-479514411626304703lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=187> 187 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=167> 167 </td><td>10</td><td><div class=bar style=width:100.0%> 2.0% </div></td></tr><tr class><td title=162> 162 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=155> 155 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=148> 148 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=146> 146 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=145> 145 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=143> 143 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=138> 138 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=137> 137 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_4586504179715884904></a><div class=variable><div class=col-sm-12><p class=h4 title=Certificates><a href=#pp_var_4586504179715884904>Certificates</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>7</td></tr><tr><th>Distinct (%)</th><td>1.4%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>4.0 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> A </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 196&nbsp; </div></td></tr><tr class><th width=10%> R </th><td width=10%><div class=bar style=width:55.6% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 109&nbsp; </div></td></tr><tr class><th width=10%> UA </th><td width=10%><div class=bar style=width:38.3% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 75&nbsp; </div></td></tr><tr class><th width=10%> U </th><td width=10%><div class=bar style=width:31.6% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 62&nbsp; </div></td></tr><tr class><th width=10%> G </th><td width=10%><div class=bar style=width:17.3% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 34&nbsp; </div></td></tr><tr class=other><th width=10%> Other values (2) </th><td width=10%><div class=bar style=width:12.2% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 24&nbsp; </div></td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-4586504179715884904, #minifreqtable4586504179715884904" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-4586504179715884904 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#4586504179715884904bottom-4586504179715884904overview aria-controls=4586504179715884904bottom-4586504179715884904overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#4586504179715884904bottom-4586504179715884904string aria-controls=4586504179715884904bottom-4586504179715884904string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#4586504179715884904bottom-4586504179715884904word aria-controls=4586504179715884904bottom-4586504179715884904word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#4586504179715884904bottom-4586504179715884904characters aria-controls=4586504179715884904bottom-4586504179715884904characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=4586504179715884904bottom-4586504179715884904overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td>2</td></tr><tr><th>Median length</th><td>1</td></tr><tr><th>Mean length</th><td>1.198</td></tr><tr><th>Min length</th><td>1</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td>599</td></tr><tr><th>Distinct characters</th><td>7</td></tr><tr><th>Distinct categories</th><td>2 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>2 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>G</td></tr><tr><th>2nd row</th><td>A</td></tr><tr><th>3rd row</th><td>UA</td></tr><tr><th>4th row</th><td>R</td></tr><tr><th>5th row</th><td>A</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904bottom-4586504179715884904string><div class=row><div class=col-sm-12><h4 class=indent>Common Values</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>196</td><td><div class=bar style=width:100.0%> 39.2% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:55.6%> 21.8% </div></td></tr><tr class><td title=UA> UA </td><td>75</td><td><div class=bar style=width:38.3%> &nbsp; </div> 15.0% </td></tr><tr class><td title=U> U </td><td>62</td><td><div class=bar style=width:31.6%> &nbsp; </div> 12.4% </td></tr><tr class><td title=G> G </td><td>34</td><td><div class=bar style=width:17.3%> &nbsp; </div> 6.8% </td></tr><tr class><td title=18> 18 </td><td>19</td><td><div class=bar style=width:9.7%> &nbsp; </div> 3.8% </td></tr><tr class><td title=PG> PG </td><td>5</td><td><div class=bar style=width:2.6%> &nbsp; </div> 1.0% </td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h4 class=indent>Length</h4><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=504pt 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width=390.6 height=110.88 /></clippath></defs></svg></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904bottom-4586504179715884904word><div class=col-sm-12><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=a> a </td><td>196</td><td><div class=bar style=width:100.0%> 39.2% </div></td></tr><tr class><td title=r> r </td><td>109</td><td><div class=bar style=width:55.6%> 21.8% </div></td></tr><tr class><td title=ua> ua </td><td>75</td><td><div class=bar style=width:38.3%> &nbsp; </div> 15.0% </td></tr><tr class><td title=u> u </td><td>62</td><td><div class=bar style=width:31.6%> &nbsp; </div> 12.4% </td></tr><tr class><td title=g> g </td><td>34</td><td><div class=bar style=width:17.3%> &nbsp; </div> 6.8% </td></tr><tr class><td title=18> 18 </td><td>19</td><td><div class=bar style=width:9.7%> &nbsp; </div> 3.8% </td></tr><tr class><td title=pg> pg </td><td>5</td><td><div class=bar style=width:2.6%> &nbsp; </div> 1.0% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904bottom-4586504179715884904characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#4586504179715884904unicode-4586504179715884904characters aria-controls=4586504179715884904unicode-4586504179715884904characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#4586504179715884904unicode-4586504179715884904categories aria-controls=4586504179715884904unicode-4586504179715884904categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#4586504179715884904unicode-4586504179715884904scripts aria-controls=4586504179715884904unicode-4586504179715884904scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#4586504179715884904unicode-4586504179715884904blocks aria-controls=4586504179715884904unicode-4586504179715884904blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=4586504179715884904unicode-4586504179715884904characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>271</td><td><div class=bar style=width:100.0%> 45.2% </div></td></tr><tr class><td title=U> U </td><td>137</td><td><div class=bar style=width:50.6%> 22.9% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:40.2%> 18.2% </div></td></tr><tr class><td title=G> G </td><td>39</td><td><div class=bar style=width:14.4%> &nbsp; </div> 6.5% </td></tr><tr class><td title=1> 1 </td><td>19</td><td><div class=bar style=width:7.0%> &nbsp; </div> 3.2% </td></tr><tr class><td title=8> 8 </td><td>19</td><td><div class=bar style=width:7.0%> &nbsp; </div> 3.2% </td></tr><tr class><td title=P> P </td><td>5</td><td><div class=bar style=width:1.8%> &nbsp; </div> 0.8% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904unicode-4586504179715884904categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Uppercase Letter"> Uppercase Letter </td><td>561</td><td><div class=bar style=width:100.0%> 93.7% </div></td></tr><tr class><td title="Decimal Number"> Decimal Number </td><td>38</td><td><div class=bar style=width:6.8%> &nbsp; </div> 6.3% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Uppercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>271</td><td><div class=bar style=width:100.0%> 48.3% </div></td></tr><tr class><td title=U> U </td><td>137</td><td><div class=bar style=width:50.6%> 24.4% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:40.2%> 19.4% </div></td></tr><tr class><td title=G> G </td><td>39</td><td><div class=bar style=width:14.4%> &nbsp; </div> 7.0% </td></tr><tr class><td title=P> P </td><td>5</td><td><div class=bar style=width:1.8%> &nbsp; </div> 0.9% </td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Decimal Number</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1> 1 </td><td>19</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr><tr class><td title=8> 8 </td><td>19</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904unicode-4586504179715884904scripts><div class="row named-list-item"><h4>Most occurring scripts</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Latin> Latin </td><td>561</td><td><div class=bar style=width:100.0%> 93.7% </div></td></tr><tr class><td title=Common> Common </td><td>38</td><td><div class=bar style=width:6.8%> &nbsp; </div> 6.3% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Latin</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>271</td><td><div class=bar style=width:100.0%> 48.3% </div></td></tr><tr class><td title=U> U </td><td>137</td><td><div class=bar style=width:50.6%> 24.4% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:40.2%> 19.4% </div></td></tr><tr class><td title=G> G </td><td>39</td><td><div class=bar style=width:14.4%> &nbsp; </div> 7.0% </td></tr><tr class><td title=P> P </td><td>5</td><td><div class=bar style=width:1.8%> &nbsp; </div> 0.9% </td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Common</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1> 1 </td><td>19</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr><tr class><td title=8> 8 </td><td>19</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904unicode-4586504179715884904blocks><div class="row named-list-item"><h4>Most occurring blocks</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=ASCII> ASCII </td><td>599</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>271</td><td><div class=bar style=width:100.0%> 45.2% </div></td></tr><tr class><td title=U> U </td><td>137</td><td><div class=bar style=width:50.6%> 22.9% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:40.2%> 18.2% </div></td></tr><tr class><td title=G> G </td><td>39</td><td><div class=bar style=width:14.4%> &nbsp; </div> 6.5% </td></tr><tr class><td title=1> 1 </td><td>19</td><td><div class=bar style=width:7.0%> &nbsp; </div> 3.2% </td></tr><tr class><td title=8> 8 </td><td>19</td><td><div class=bar style=width:7.0%> &nbsp; </div> 3.2% </td></tr><tr class><td title=P> P </td><td>5</td><td><div class=bar style=width:1.8%> &nbsp; </div> 0.8% </td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-913468747585567534></a><div class=variable><div class=col-sm-12><p class=h4 title=Genre><a href=#pp_var_-913468747585567534>Genre</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>46</td></tr><tr><th>Distinct (%)</th><td>9.2%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>4.0 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> Action, Adventure, Thriller </th><td width=10%><div class=bar style=width:12.7% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 45&nbsp; </div></td></tr><tr class><th width=10%> Drama, Thriller </th><td width=10%><div class=bar style=width:8.5% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 30 </td></tr><tr class><th width=10%> Action, Adventure, Sci-Fi </th><td width=10%><div class=bar style=width:7.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 25 </td></tr><tr class><th width=10%> Horror, Mystery, Thriller </th><td width=10%><div class=bar style=width:7.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 25 </td></tr><tr class><th width=10%> Crime, Drama, Thriller </th><td width=10%><div class=bar style=width:5.6% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 20 </td></tr><tr class=other><th width=10%> Other values (41) </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 355&nbsp; </div></td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom--913468747585567534, #minifreqtable-913468747585567534" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom--913468747585567534 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-913468747585567534bottom--913468747585567534overview aria-controls=-913468747585567534bottom--913468747585567534overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#-913468747585567534bottom--913468747585567534string aria-controls=-913468747585567534bottom--913468747585567534string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-913468747585567534bottom--913468747585567534word aria-controls=-913468747585567534bottom--913468747585567534word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#-913468747585567534bottom--913468747585567534characters aria-controls=-913468747585567534bottom--913468747585567534characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-913468747585567534bottom--913468747585567534overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td>40</td></tr><tr><th>Median length</th><td>36.5</td></tr><tr><th>Mean length</th><td>33.06</td></tr><tr><th>Min length</th><td>18</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td>16530</td></tr><tr><th>Distinct characters</th><td>31</td></tr><tr><th>Distinct categories</th><td>5 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>2 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td> Action, Adventure, Thriller </td></tr><tr><th>2nd row</th><td> Action, Adventure, Sci-Fi </td></tr><tr><th>3rd row</th><td> Crime, Drama, Thriller </td></tr><tr><th>4th row</th><td> Adventure, Drama, Romance </td></tr><tr><th>5th row</th><td> Action, Crime, Sci-Fi </td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534bottom--913468747585567534string><div class=row><div class=col-sm-12><h4 class=indent>Common Values</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" Action, Adventure, Thriller            "> Action, Adventure, Thriller </td><td>45</td><td><div class=bar style=width:16.7%> &nbsp; </div> 9.0% </td></tr><tr class><td title=" Drama, Thriller            "> Drama, Thriller </td><td>30</td><td><div class=bar style=width:11.1%> &nbsp; </div> 6.0% </td></tr><tr class><td title=" Action, Adventure, Sci-Fi            "> Action, Adventure, Sci-Fi </td><td>25</td><td><div class=bar style=width:9.3%> &nbsp; </div> 5.0% </td></tr><tr class><td title=" Horror, Mystery, Thriller            "> Horror, Mystery, Thriller </td><td>25</td><td><div class=bar style=width:9.3%> &nbsp; </div> 5.0% </td></tr><tr class><td title=" Crime, Drama, Thriller            "> Crime, Drama, Thriller </td><td>20</td><td><div class=bar style=width:7.4%> &nbsp; </div> 4.0% </td></tr><tr class><td title=" Drama, Romance            "> Drama, Romance </td><td>20</td><td><div class=bar style=width:7.4%> &nbsp; </div> 4.0% </td></tr><tr class><td title=" Crime, Drama            "> Crime, Drama </td><td>20</td><td><div class=bar style=width:7.4%> &nbsp; </div> 4.0% </td></tr><tr class><td title=" Action, Crime, Drama            "> Action, Crime, Drama </td><td>15</td><td><div class=bar style=width:5.6%> &nbsp; </div> 3.0% </td></tr><tr class><td title=" Drama            "> Drama </td><td>15</td><td><div class=bar style=width:5.6%> &nbsp; </div> 3.0% </td></tr><tr class><td title=" 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stroke-width: 0.3; stroke-linejoin: miter"/></g><g id=patch_17><path d="M 445.82697 180.699286 \nL 472.897273 180.699286 \nL 472.897273 47.444944 \nL 445.82697 47.444944 \nz\n" clip-path=url(#p244ddabf5b) style="fill: #377eb8; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter"/></g><g id=patch_18><path d="M 46.54 180.699286 \nL 46.54 10.8 \n" style="fill: none"/></g><g id=patch_19><path d="M 493.2 180.699286 \nL 493.2 10.8 \n" style="fill: none"/></g><g id=patch_20><path d="M 46.54 180.699286 \nL 493.2 180.699286 \n" style="fill: none"/></g><g id=patch_21><path d="M 46.54 10.8 \nL 493.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=p244ddabf5b><rect x=46.54 y=10.8 width=446.66 height=169.899286 /></clippath></defs></svg><div class="caption text-center text-muted"> Histogram of lengths of the category </div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534bottom--913468747585567534word><div class=col-sm-12><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=drama> drama </td><td>230</td><td><div class=bar style=width:100.0%> 17.8% </div></td></tr><tr class><td title=action> action </td><td>205</td><td><div class=bar style=width:89.1%> 15.8% </div></td></tr><tr class><td title=thriller> thriller </td><td>205</td><td><div class=bar style=width:89.1%> 15.8% </div></td></tr><tr class><td title=adventure> adventure </td><td>125</td><td><div class=bar style=width:54.3%> 9.7% </div></td></tr><tr class><td title=crime> crime </td><td>115</td><td><div class=bar style=width:50.0%> 8.9% </div></td></tr><tr class><td title=horror> horror </td><td>95</td><td><div class=bar style=width:41.3%> 7.3% </div></td></tr><tr class><td title=mystery> mystery </td><td>95</td><td><div class=bar style=width:41.3%> 7.3% </div></td></tr><tr class><td title=comedy> comedy </td><td>75</td><td><div class=bar style=width:32.6%> &nbsp; </div> 5.8% </td></tr><tr class><td title=romance> romance </td><td>50</td><td><div class=bar style=width:21.7%> &nbsp; </div> 3.9% </td></tr><tr class><td title=sci-fi> sci-fi </td><td>40</td><td><div class=bar style=width:17.4%> &nbsp; </div> 3.1% </td></tr><tr class=other><td title="Other values (6)"> Other values (6) </td><td>60</td><td><div class=bar style=width:26.1%> &nbsp; </div> 4.6% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534bottom--913468747585567534characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-913468747585567534unicode--913468747585567534characters aria-controls=-913468747585567534unicode--913468747585567534characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#-913468747585567534unicode--913468747585567534categories aria-controls=-913468747585567534unicode--913468747585567534categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-913468747585567534unicode--913468747585567534scripts aria-controls=-913468747585567534unicode--913468747585567534scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#-913468747585567534unicode--913468747585567534blocks aria-controls=-913468747585567534unicode--913468747585567534blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-913468747585567534unicode--913468747585567534characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>7295</td><td><div class=bar style=width:100.0%> 44.1% </div></td></tr><tr class><td title=r> r </td><td>1295</td><td><div class=bar style=width:17.8%> &nbsp; </div> 7.8% </td></tr><tr class><td title=,> , </td><td>795</td><td><div class=bar style=width:10.9%> &nbsp; </div> 4.8% </td></tr><tr class><td title=e> e </td><td>790</td><td><div class=bar style=width:10.8%> &nbsp; </div> 4.8% </td></tr><tr class><td title=i> i </td><td>650</td><td><div class=bar style=width:8.9%> &nbsp; </div> 3.9% </td></tr><tr class><td title=a> a </td><td>565</td><td><div class=bar style=width:7.7%> &nbsp; </div> 3.4% </td></tr><tr class><td title=o> o </td><td>555</td><td><div class=bar style=width:7.6%> &nbsp; </div> 3.4% </td></tr><tr class><td title=m> m </td><td>475</td><td><div class=bar style=width:6.5%> &nbsp; </div> 2.9% </td></tr><tr class><td title=t> t </td><td>450</td><td><div class=bar style=width:6.2%> &nbsp; </div> 2.7% </td></tr><tr class><td title=l> l </td><td>425</td><td><div class=bar style=width:5.8%> &nbsp; </div> 2.6% </td></tr><tr class=other><td title="Other values (21)"> Other values (21) </td><td>3235</td><td><div class=bar style=width:44.3%> 19.6% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534unicode--913468747585567534categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Space Separator"> Space Separator </td><td>7295</td><td><div class=bar style=width:100.0%> 44.1% </div></td></tr><tr class><td title="Lowercase Letter"> Lowercase Letter </td><td>7065</td><td><div class=bar style=width:96.8%> 42.7% </div></td></tr><tr class><td title="Uppercase Letter"> Uppercase Letter </td><td>1335</td><td><div class=bar style=width:18.3%> &nbsp; </div> 8.1% </td></tr><tr class><td title="Other Punctuation"> Other Punctuation </td><td>795</td><td><div class=bar style=width:10.9%> &nbsp; </div> 4.8% </td></tr><tr class><td title="Dash Punctuation"> Dash Punctuation </td><td>40</td><td><div class=bar style=width:0.5%> &nbsp; </div> 0.2% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Lowercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=r> r </td><td>1295</td><td><div class=bar style=width:100.0%> 18.3% </div></td></tr><tr class><td title=e> e </td><td>790</td><td><div class=bar style=width:61.0%> 11.2% </div></td></tr><tr class><td title=i> i </td><td>650</td><td><div class=bar style=width:50.2%> 9.2% </div></td></tr><tr class><td title=a> a </td><td>565</td><td><div class=bar style=width:43.6%> 8.0% </div></td></tr><tr class><td title=o> o </td><td>555</td><td><div class=bar style=width:42.9%> 7.9% </div></td></tr><tr class><td title=m> m </td><td>475</td><td><div class=bar style=width:36.7%> &nbsp; </div> 6.7% </td></tr><tr class><td title=t> t </td><td>450</td><td><div class=bar style=width:34.7%> &nbsp; </div> 6.4% </td></tr><tr class><td title=l> l </td><td>425</td><td><div class=bar style=width:32.8%> &nbsp; </div> 6.0% </td></tr><tr class><td title=n> n </td><td>390</td><td><div class=bar style=width:30.1%> &nbsp; </div> 5.5% </td></tr><tr class><td title=y> y </td><td>310</td><td><div class=bar style=width:23.9%> &nbsp; </div> 4.4% </td></tr><tr class=other><td title="Other values (8)"> Other values (8) </td><td>1160</td><td><div class=bar style=width:89.6%> 16.4% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Uppercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>330</td><td><div class=bar style=width:100.0%> 24.7% </div></td></tr><tr class><td title=D> D </td><td>230</td><td><div class=bar style=width:69.7%> 17.2% </div></td></tr><tr class><td title=T> T </td><td>205</td><td><div class=bar style=width:62.1%> 15.4% </div></td></tr><tr class><td title=C> C </td><td>190</td><td><div class=bar style=width:57.6%> 14.2% </div></td></tr><tr class><td title=H> H </td><td>105</td><td><div class=bar style=width:31.8%> &nbsp; </div> 7.9% </td></tr><tr class><td title=M> M </td><td>105</td><td><div class=bar style=width:31.8%> &nbsp; </div> 7.9% </td></tr><tr class><td title=F> F </td><td>55</td><td><div class=bar style=width:16.7%> &nbsp; </div> 4.1% </td></tr><tr class><td title=R> R </td><td>50</td><td><div class=bar style=width:15.2%> &nbsp; </div> 3.7% </td></tr><tr class><td title=S> S </td><td>45</td><td><div class=bar style=width:13.6%> &nbsp; </div> 3.4% </td></tr><tr class><td title=B> B </td><td>20</td><td><div class=bar style=width:6.1%> &nbsp; </div> 1.5% </td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Space Separator</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>7295</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Other Punctuation</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=,> , </td><td>795</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Dash Punctuation</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=-> - </td><td>40</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534unicode--913468747585567534scripts><div class="row named-list-item"><h4>Most occurring scripts</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Latin> Latin </td><td>8400</td><td><div class=bar style=width:100.0%> 50.8% </div></td></tr><tr class><td title=Common> Common </td><td>8130</td><td><div class=bar style=width:96.8%> 49.2% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Latin</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=r> r </td><td>1295</td><td><div class=bar style=width:52.3%> 15.4% </div></td></tr><tr class><td title=e> e </td><td>790</td><td><div class=bar style=width:31.9%> &nbsp; </div> 9.4% </td></tr><tr class><td title=i> i </td><td>650</td><td><div class=bar style=width:26.3%> &nbsp; </div> 7.7% </td></tr><tr class><td title=a> a </td><td>565</td><td><div class=bar style=width:22.8%> &nbsp; </div> 6.7% </td></tr><tr class><td title=o> o </td><td>555</td><td><div class=bar style=width:22.4%> &nbsp; </div> 6.6% </td></tr><tr class><td title=m> m </td><td>475</td><td><div class=bar style=width:19.2%> &nbsp; </div> 5.7% </td></tr><tr class><td title=t> t </td><td>450</td><td><div class=bar style=width:18.2%> &nbsp; </div> 5.4% </td></tr><tr class><td title=l> l </td><td>425</td><td><div class=bar style=width:17.2%> &nbsp; </div> 5.1% </td></tr><tr class><td title=n> n </td><td>390</td><td><div class=bar style=width:15.8%> &nbsp; </div> 4.6% </td></tr><tr class><td title=A> A </td><td>330</td><td><div class=bar style=width:13.3%> &nbsp; </div> 3.9% </td></tr><tr class=other><td title="Other values (18)"> Other values (18) </td><td>2475</td><td><div class=bar style=width:100.0%> 29.5% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Common</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>7295</td><td><div class=bar style=width:100.0%> 89.7% </div></td></tr><tr class><td title=,> , </td><td>795</td><td><div class=bar style=width:10.9%> &nbsp; </div> 9.8% </td></tr><tr class><td title=-> - </td><td>40</td><td><div class=bar style=width:0.5%> &nbsp; </div> 0.5% </td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534unicode--913468747585567534blocks><div class="row named-list-item"><h4>Most occurring blocks</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=ASCII> ASCII </td><td>16530</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>7295</td><td><div class=bar style=width:100.0%> 44.1% </div></td></tr><tr class><td title=r> r </td><td>1295</td><td><div class=bar style=width:17.8%> &nbsp; </div> 7.8% </td></tr><tr class><td title=,> , </td><td>795</td><td><div class=bar style=width:10.9%> &nbsp; </div> 4.8% </td></tr><tr class><td title=e> e </td><td>790</td><td><div class=bar style=width:10.8%> &nbsp; </div> 4.8% </td></tr><tr class><td title=i> i </td><td>650</td><td><div class=bar style=width:8.9%> &nbsp; </div> 3.9% </td></tr><tr class><td title=a> a </td><td>565</td><td><div class=bar style=width:7.7%> &nbsp; </div> 3.4% </td></tr><tr class><td title=o> o </td><td>555</td><td><div class=bar style=width:7.6%> &nbsp; </div> 3.4% </td></tr><tr class><td title=m> m </td><td>475</td><td><div class=bar style=width:6.5%> &nbsp; </div> 2.9% </td></tr><tr class><td title=t> t </td><td>450</td><td><div class=bar style=width:6.2%> &nbsp; </div> 2.7% </td></tr><tr class><td title=l> l </td><td>425</td><td><div class=bar style=width:5.8%> &nbsp; </div> 2.6% </td></tr><tr class=other><td title="Other values (21)"> Other values (21) </td><td>3235</td><td><div class=bar style=width:44.3%> 19.6% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_5368509442230117563></a><div class=variable><div class=col-sm-12><p class=h4 title=Gross><a href=#pp_var_5368509442230117563>Gross</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>472</td></tr><tr><th>Distinct (%)</th><td>94.4%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>83.74614</td></tr></tbody></table></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0</td></tr><tr><th>Maximum</th><td>936.66</td></tr><tr><th>Zeros</th><td>1</td></tr><tr><th>Zeros (%)</th><td>0.2%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>4.0 KiB</td></tr></tbody></table></div><div class=col-sm-4><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD 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class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-5368509442230117563, #minifreqtable5368509442230117563" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-5368509442230117563 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5368509442230117563bottom-5368509442230117563statistics aria-controls=5368509442230117563bottom-5368509442230117563statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#5368509442230117563bottom-5368509442230117563histogram aria-controls=5368509442230117563bottom-5368509442230117563histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#5368509442230117563bottom-5368509442230117563common_values aria-controls=5368509442230117563bottom-5368509442230117563common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#5368509442230117563bottom-5368509442230117563extreme_values aria-controls=5368509442230117563bottom-5368509442230117563extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5368509442230117563bottom-5368509442230117563statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0</td></tr><tr><th>5-th percentile</th><td>0.0595</td></tr><tr><th>Q1</th><td>12.585</td></tr><tr><th>median</th><td>47.105</td></tr><tr><th>Q3</th><td>113.4675</td></tr><tr><th>95-th percentile</th><td>293.9845</td></tr><tr><th>Maximum</th><td>936.66</td></tr><tr><th>Range</th><td>936.66</td></tr><tr><th>Interquartile range (IQR)</th><td>100.8825</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>106.07408</td></tr><tr><th>Coefficient of variation (CV)</th><td>1.2666145</td></tr><tr><th>Kurtosis</th><td>12.671337</td></tr><tr><th>Mean</th><td>83.74614</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>40.575</td></tr><tr><th>Skewness</th><td>2.7789239</td></tr><tr><th>Sum</th><td>41873.07</td></tr><tr><th>Variance</th><td>11251.709</td></tr><tr><th>Monotonicity</th><td>Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=5368509442230117563bottom-5368509442230117563histogram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=504pt height=216pt viewbox="0 0 504 216" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ 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id=patch_55><path d="M 52.12 176.75363 \nL 493.2 176.75363 \n" style="fill: none"/></g><g id=patch_56><path d="M 52.12 10.8 \nL 493.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=pb5ecb64af3><rect x=52.12 y=10.8 width=441.08 height=165.95363 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=5368509442230117563bottom-5368509442230117563common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0.05> 0.05 </td><td>21</td><td><div class=bar style=width:4.5%> &nbsp; </div> 4.2% </td></tr><tr class><td title=24.15> 24.15 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=1.08> 1.08 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=3.64> 3.64 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=3.68> 3.68 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=210.61> 210.61 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=9.17> 9.17 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=5.1> 5.1 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=3.19> 3.19 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=13.18> 13.18 </td><td>1</td><td><div class=bar style=width:0.2%> &nbsp; </div> 0.2% </td></tr><tr class=other><td title="Other values (462)"> Other values (462) </td><td>462</td><td><div class=bar style=width:100.0%> 92.4% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5368509442230117563bottom-5368509442230117563extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5368509442230117563extreme_values-5368509442230117563firstn aria-controls=5368509442230117563extreme_values-5368509442230117563firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#5368509442230117563extreme_values-5368509442230117563lastn aria-controls=5368509442230117563extreme_values-5368509442230117563lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5368509442230117563extreme_values-5368509442230117563firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.01> 0.01 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.02> 0.02 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.03> 0.03 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.05> 0.05 </td><td>21</td><td><div class=bar style=width:100.0%> 4.2% </div></td></tr><tr class><td title=0.06> 0.06 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.12> 0.12 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.13> 0.13 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.14> 0.14 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.16> 0.16 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5368509442230117563extreme_values-5368509442230117563lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=936.66> 936.66 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=760.51> 760.51 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=534.86> 534.86 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=448.14> 448.14 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=435.11> 435.11 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=424.67> 424.67 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=423.32> 423.32 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=422.78> 422.78 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=408.01> 408.01 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=402.45> 402.45 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_651312856739706546></a><div class=variable><div class=col-sm-12><p class=h4 title=Rating><a href=#pp_var_651312856739706546>Rating</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>34</td></tr><tr><th>Distinct (%)</th><td>6.8%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite 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class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#651312856739706546bottom-651312856739706546statistics aria-controls=651312856739706546bottom-651312856739706546statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#651312856739706546bottom-651312856739706546histogram aria-controls=651312856739706546bottom-651312856739706546histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#651312856739706546bottom-651312856739706546common_values aria-controls=651312856739706546bottom-651312856739706546common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#651312856739706546bottom-651312856739706546extreme_values aria-controls=651312856739706546bottom-651312856739706546extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=651312856739706546bottom-651312856739706546statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>5.6</td></tr><tr><th>5-th percentile</th><td>6.6</td></tr><tr><th>Q1</th><td>7.3</td></tr><tr><th>median</th><td>7.7</td></tr><tr><th>Q3</th><td>8.1</td></tr><tr><th>95-th percentile</th><td>8.6</td></tr><tr><th>Maximum</th><td>9.3</td></tr><tr><th>Range</th><td>3.7</td></tr><tr><th>Interquartile range (IQR)</th><td>0.8</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>0.59118233</td></tr><tr><th>Coefficient of variation (CV)</th><td>0.077115433</td></tr><tr><th>Kurtosis</th><td>0.40480427</td></tr><tr><th>Mean</th><td>7.6662</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>0.4</td></tr><tr><th>Skewness</th><td>-0.3306258</td></tr><tr><th>Sum</th><td>3833.1</td></tr><tr><th>Variance</th><td>0.34949655</td></tr><tr><th>Monotonicity</th><td>Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=651312856739706546bottom-651312856739706546histogram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=504pt height=216pt viewbox="0 0 504 216" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# xmlns:rdf=http://www.w3.org/1999/02/22-rdf-syntax-ns#><cc:work><dc:type rdf:resource=http://purl.org/dc/dcmitype/StillImage 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/></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=34) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=651312856739706546bottom-651312856739706546common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=7.6> 7.6 </td><td>39</td><td><div class=bar style=width:21.7%> &nbsp; </div> 7.8% </td></tr><tr class><td title=7.7> 7.7 </td><td>38</td><td><div class=bar style=width:21.1%> &nbsp; </div> 7.6% </td></tr><tr class><td title=7.5> 7.5 </td><td>37</td><td><div class=bar style=width:20.6%> &nbsp; </div> 7.4% </td></tr><tr class><td title=7.8> 7.8 </td><td>34</td><td><div class=bar style=width:18.9%> &nbsp; </div> 6.8% </td></tr><tr class><td title=7.4> 7.4 </td><td>33</td><td><div class=bar style=width:18.3%> &nbsp; </div> 6.6% </td></tr><tr class><td title=7.9> 7.9 </td><td>33</td><td><div class=bar style=width:18.3%> &nbsp; </div> 6.6% </td></tr><tr class><td title=8.1> 8.1 </td><td>30</td><td><div class=bar style=width:16.7%> &nbsp; </div> 6.0% </td></tr><tr class><td title=8.2> 8.2 </td><td>28</td><td><div class=bar style=width:15.6%> &nbsp; </div> 5.6% </td></tr><tr class><td title=7.2> 7.2 </td><td>24</td><td><div class=bar style=width:13.3%> &nbsp; </div> 4.8% </td></tr><tr class><td title=8> 8 </td><td>24</td><td><div class=bar style=width:13.3%> &nbsp; </div> 4.8% </td></tr><tr class=other><td title="Other values (24)"> Other values (24) </td><td>180</td><td><div class=bar style=width:100.0%> 36.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=651312856739706546bottom-651312856739706546extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#651312856739706546extreme_values-651312856739706546firstn aria-controls=651312856739706546extreme_values-651312856739706546firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#651312856739706546extreme_values-651312856739706546lastn aria-controls=651312856739706546extreme_values-651312856739706546lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=651312856739706546extreme_values-651312856739706546firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=5.6> 5.6 </td><td>1</td><td><div class=bar style=width:9.1%> &nbsp; </div> 0.2% </td></tr><tr class><td title=5.8> 5.8 </td><td>2</td><td><div class=bar style=width:18.2%> &nbsp; </div> 0.4% </td></tr><tr class><td title=5.9> 5.9 </td><td>1</td><td><div class=bar style=width:9.1%> &nbsp; </div> 0.2% </td></tr><tr class><td title=6> 6 </td><td>1</td><td><div class=bar style=width:9.1%> &nbsp; </div> 0.2% </td></tr><tr class><td title=6.2> 6.2 </td><td>4</td><td><div class=bar style=width:36.4%> &nbsp; </div> 0.8% </td></tr><tr class><td title=6.4> 6.4 </td><td>3</td><td><div class=bar style=width:27.3%> &nbsp; </div> 0.6% </td></tr><tr class><td title=6.5> 6.5 </td><td>11</td><td><div class=bar style=width:100.0%> 2.2% </div></td></tr><tr class><td title=6.6> 6.6 </td><td>5</td><td><div class=bar style=width:45.5%> 1.0% </div></td></tr><tr class><td title=6.7> 6.7 </td><td>9</td><td><div class=bar style=width:81.8%> 1.8% </div></td></tr><tr class><td title=6.8> 6.8 </td><td>11</td><td><div class=bar style=width:100.0%> 2.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=651312856739706546extreme_values-651312856739706546lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=9.3> 9.3 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=9.2> 9.2 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=9> 9 </td><td>5</td><td><div class=bar style=width:23.8%> &nbsp; </div> 1.0% </td></tr><tr class><td title=8.9> 8.9 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=8.8> 8.8 </td><td>6</td><td><div class=bar style=width:28.6%> &nbsp; </div> 1.2% </td></tr><tr class><td title=8.7> 8.7 </td><td>5</td><td><div class=bar style=width:23.8%> &nbsp; </div> 1.0% </td></tr><tr class><td title=8.6> 8.6 </td><td>8</td><td><div class=bar style=width:38.1%> &nbsp; </div> 1.6% </td></tr><tr class><td title=8.5> 8.5 </td><td>17</td><td><div class=bar style=width:81.0%> 3.4% </div></td></tr><tr class><td title=8.4> 8.4 </td><td>10</td><td><div class=bar style=width:47.6%> 2.0% </div></td></tr><tr class><td title=8.3> 8.3 </td><td>21</td><td><div class=bar style=width:100.0%> 4.2% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_3688699978026982845></a><div class=variable><div class=col-sm-12><p class=h4 title=Metascore><a href=#pp_var_3688699978026982845>Metascore</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>63</td></tr><tr><th>Distinct (%)</th><td>12.6%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>73.736</td></tr></tbody></table></div><div class=col-sm-4><table class="table table-condensed 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aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-3688699978026982845 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#3688699978026982845bottom-3688699978026982845statistics aria-controls=3688699978026982845bottom-3688699978026982845statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#3688699978026982845bottom-3688699978026982845histogram aria-controls=3688699978026982845bottom-3688699978026982845histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#3688699978026982845bottom-3688699978026982845common_values aria-controls=3688699978026982845bottom-3688699978026982845common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#3688699978026982845bottom-3688699978026982845extreme_values aria-controls=3688699978026982845bottom-3688699978026982845extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=3688699978026982845bottom-3688699978026982845statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>31</td></tr><tr><th>5-th percentile</th><td>51</td></tr><tr><th>Q1</th><td>64</td></tr><tr><th>median</th><td>74</td></tr><tr><th>Q3</th><td>84</td></tr><tr><th>95-th percentile</th><td>95</td></tr><tr><th>Maximum</th><td>100</td></tr><tr><th>Range</th><td>69</td></tr><tr><th>Interquartile range (IQR)</th><td>20</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>13.587477</td></tr><tr><th>Coefficient of variation (CV)</th><td>0.18427196</td></tr><tr><th>Kurtosis</th><td>-0.52042755</td></tr><tr><th>Mean</th><td>73.736</td></tr><tr><th>Median Absolute Deviation 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stroke-linejoin: miter"/></g><g id=patch_53><path d="M 46.54 176.75363 \nL 46.54 10.8 \n" style="fill: none"/></g><g id=patch_54><path d="M 493.2 176.75363 \nL 493.2 10.8 \n" style="fill: none"/></g><g id=patch_55><path d="M 46.54 176.75363 \nL 493.2 176.75363 \n" style="fill: none"/></g><g id=patch_56><path d="M 46.54 10.8 \nL 493.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=pb3941ac1ee><rect x=46.54 y=10.8 width=446.66 height=165.95363 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=3688699978026982845bottom-3688699978026982845common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=84> 84 </td><td>27</td><td><div class=bar style=width:7.9%> &nbsp; </div> 5.4% </td></tr><tr class><td title=73> 73 </td><td>17</td><td><div class=bar style=width:5.0%> &nbsp; </div> 3.4% </td></tr><tr class><td title=72> 72 </td><td>17</td><td><div class=bar style=width:5.0%> &nbsp; </div> 3.4% </td></tr><tr class><td title=86> 86 </td><td>16</td><td><div class=bar style=width:4.7%> &nbsp; </div> 3.2% </td></tr><tr class><td title=76> 76 </td><td>15</td><td><div class=bar style=width:4.4%> &nbsp; </div> 3.0% </td></tr><tr class><td title=87> 87 </td><td>15</td><td><div class=bar style=width:4.4%> &nbsp; </div> 3.0% </td></tr><tr class><td title=75> 75 </td><td>13</td><td><div class=bar style=width:3.8%> &nbsp; </div> 2.6% </td></tr><tr class><td title=65> 65 </td><td>13</td><td><div class=bar style=width:3.8%> &nbsp; </div> 2.6% </td></tr><tr class><td title=83> 83 </td><td>13</td><td><div class=bar style=width:3.8%> &nbsp; </div> 2.6% </td></tr><tr class><td title=66> 66 </td><td>13</td><td><div class=bar style=width:3.8%> &nbsp; </div> 2.6% </td></tr><tr class=other><td title="Other values (53)"> Other values (53) </td><td>341</td><td><div class=bar style=width:100.0%> 68.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=3688699978026982845bottom-3688699978026982845extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#3688699978026982845extreme_values-3688699978026982845firstn aria-controls=3688699978026982845extreme_values-3688699978026982845firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#3688699978026982845extreme_values-3688699978026982845lastn aria-controls=3688699978026982845extreme_values-3688699978026982845lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=3688699978026982845extreme_values-3688699978026982845firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=31> 31 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=36> 36 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=39> 39 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=41> 41 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=42> 42 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=43> 43 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=44> 44 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=45> 45 </td><td>2</td><td><div class=bar style=width:100.0%> 0.4% </div></td></tr><tr class><td title=46> 46 </td><td>2</td><td><div class=bar style=width:100.0%> 0.4% </div></td></tr><tr class><td title=47> 47 </td><td>2</td><td><div class=bar style=width:100.0%> 0.4% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=3688699978026982845extreme_values-3688699978026982845lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=100> 100 </td><td>7</td><td><div class=bar style=width:87.5%> 1.4% </div></td></tr><tr class><td title=99> 99 </td><td>2</td><td><div class=bar style=width:25.0%> &nbsp; </div> 0.4% </td></tr><tr class><td title=98> 98 </td><td>4</td><td><div class=bar style=width:50.0%> 0.8% </div></td></tr><tr class><td title=97> 97 </td><td>4</td><td><div class=bar style=width:50.0%> 0.8% </div></td></tr><tr class><td title=96> 96 </td><td>6</td><td><div class=bar style=width:75.0%> 1.2% </div></td></tr><tr class><td title=95> 95 </td><td>8</td><td><div class=bar style=width:100.0%> 1.6% </div></td></tr><tr class><td title=94> 94 </td><td>6</td><td><div class=bar style=width:75.0%> 1.2% </div></td></tr><tr class><td title=93> 93 </td><td>3</td><td><div class=bar style=width:37.5%> &nbsp; </div> 0.6% </td></tr><tr class><td title=92> 92 </td><td>7</td><td><div class=bar style=width:87.5%> 1.4% </div></td></tr><tr class><td title=91> 91 </td><td>5</td><td><div class=bar style=width:62.5%> 1.0% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div><div class="row header"><a class=anchor-pos id=interactions></a><h1 class=page-header>Interactions</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#interactions-interactions_year aria-controls=interactions-interactions_year role=tab data-toggle=tab>Year</a></li><li role=presentation><a href=#interactions-interactions_runtime aria-controls=interactions-interactions_runtime role=tab data-toggle=tab>Runtime</a></li><li role=presentation><a href=#interactions-interactions_gross aria-controls=interactions-interactions_gross role=tab data-toggle=tab>Gross</a></li><li role=presentation><a href=#interactions-interactions_rating aria-controls=interactions-interactions_rating role=tab data-toggle=tab>Rating</a></li><li role=presentation><a href=#interactions-interactions_metascore aria-controls=interactions-interactions_metascore role=tab data-toggle=tab>Metascore</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=interactions-interactions_year><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#interactions_year-interactions_year_metascore aria-controls=interactions_year-interactions_year_metascore role=tab data-toggle=tab>Metascore</a></li><li role=presentation><a href=#interactions_year-interactions_year_year aria-controls=interactions_year-interactions_year_year role=tab data-toggle=tab>Year</a></li><li role=presentation><a href=#interactions_year-interactions_year_runtime aria-controls=interactions_year-interactions_year_runtime role=tab data-toggle=tab>Runtime</a></li><li role=presentation><a href=#interactions_year-interactions_year_gross aria-controls=interactions_year-interactions_year_gross role=tab data-toggle=tab>Gross</a></li><li role=presentation><a href=#interactions_year-interactions_year_rating aria-controls=interactions_year-interactions_year_rating role=tab data-toggle=tab>Rating</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=interactions_year-interactions_year_metascore><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=576pt height=396pt viewbox="0 0 576 396" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf 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class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#interactions_gross-interactions_gross_metascore aria-controls=interactions_gross-interactions_gross_metascore role=tab data-toggle=tab>Metascore</a></li><li role=presentation><a href=#interactions_gross-interactions_gross_year aria-controls=interactions_gross-interactions_gross_year role=tab data-toggle=tab>Year</a></li><li role=presentation><a href=#interactions_gross-interactions_gross_runtime aria-controls=interactions_gross-interactions_gross_runtime role=tab data-toggle=tab>Runtime</a></li><li role=presentation><a href=#interactions_gross-interactions_gross_gross aria-controls=interactions_gross-interactions_gross_gross role=tab data-toggle=tab>Gross</a></li><li role=presentation><a href=#interactions_gross-interactions_gross_rating aria-controls=interactions_gross-interactions_gross_rating role=tab data-toggle=tab>Rating</a></li></ul><div class=tab-content><div role=tabpanel 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stroke-width: 0.3"/></g></g><g id=patch_3><path d="M 72 352.44 \nL 72 47.52 \n" style="fill: none"/></g><g id=patch_4><path d="M 518.4 352.44 \nL 518.4 47.52 \n" style="fill: none"/></g><g id=patch_5><path d="M 72 352.44 \nL 518.4 352.44 \n" style="fill: none"/></g><g id=patch_6><path d="M 72 47.52 \nL 518.4 47.52 \n" style="fill: none"/></g></g></g><defs><clippath id=p597ddec7be><rect x=72 y=47.52 width=446.4 height=304.92 /></clippath></defs></svg></div></div></div></div></div></div></div><div class="row header"><a class=anchor-pos id=correlations_tab></a><h1 class=page-header>Correlations</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#correlations_tab-auto_diagram_table aria-controls=correlations_tab-auto_diagram_table role=tab data-toggle=tab>Auto</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=correlations_tab-auto_diagram_table><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#auto_diagram_table-auto_diagram aria-controls=auto_diagram_table-auto_diagram role=tab data-toggle=tab>Heatmap</a></li><li role=presentation><a href=#auto_diagram_table-auto_table aria-controls=auto_diagram_table-auto_table role=tab data-toggle=tab>Table</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=auto_diagram_table-auto_diagram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=576pt height=396pt viewbox="0 0 576 396" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# 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right;"><th></th><th>Year</th><th>Runtime</th><th>Gross</th><th>Rating</th><th>Metascore</th><th>Certificates</th><th>Genre</th></tr></thead><tbody><tr><th>Year</th><td>1.000</td><td>-0.039</td><td>0.101</td><td>-0.073</td><td>-0.026</td><td>0.120</td><td>0.586</td></tr><tr><th>Runtime</th><td>-0.039</td><td>1.000</td><td>0.074</td><td>0.061</td><td>0.024</td><td>0.036</td><td>0.700</td></tr><tr><th>Gross</th><td>0.101</td><td>0.074</td><td>1.000</td><td>0.132</td><td>-0.057</td><td>0.065</td><td>0.034</td></tr><tr><th>Rating</th><td>-0.073</td><td>0.061</td><td>0.132</td><td>1.000</td><td>0.487</td><td>0.000</td><td>0.000</td></tr><tr><th>Metascore</th><td>-0.026</td><td>0.024</td><td>-0.057</td><td>0.487</td><td>1.000</td><td>0.000</td><td>0.000</td></tr><tr><th>Certificates</th><td>0.120</td><td>0.036</td><td>0.065</td><td>0.000</td><td>0.000</td><td>1.000</td><td>0.201</td></tr><tr><th>Genre</th><td>0.586</td><td>0.700</td><td>0.034</td><td>0.000</td><td>0.000</td><td>0.201</td><td>1.000</td></tr></tbody></table></div></div></div></div></div></div></div></div><div class="row header"><a class=anchor-pos id=missing></a><h1 class=page-header>Missing values</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#missing-bar aria-controls=missing-bar role=tab data-toggle=tab>Count</a></li><li role=presentation><a href=#missing-matrix aria-controls=missing-matrix role=tab data-toggle=tab>Matrix</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=missing-bar><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=720pt height=360pt viewbox="0 0 720 360" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# 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clip-path=url(#p154e9be660) style="fill: none; stroke: #ffffff; stroke-width: 1.75; stroke-linecap: round"/></g><g id=line2d_5><path d="M 432 230.4 \nL 432 86.4 \n" clip-path=url(#p154e9be660) style="fill: none; stroke: #ffffff; stroke-width: 1.75; stroke-linecap: round"/></g><g id=line2d_6><path d="M 504 230.4 \nL 504 86.4 \n" clip-path=url(#p154e9be660) style="fill: none; stroke: #ffffff; stroke-width: 1.75; stroke-linecap: round"/></g><g id=line2d_7><path d="M 576 230.4 \nL 576 86.4 \n" clip-path=url(#p154e9be660) style="fill: none; stroke: #ffffff; stroke-width: 1.75; stroke-linecap: round"/></g></g></g><defs><clippath id=p154e9be660><rect x=72 y=86.4 width=576 height=144 /></clippath></defs></svg><div class="caption text-center text-muted"> Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion. </div></div></div></div></div><div class="row header"><a class=anchor-pos id=sample></a><h1 class=page-header>Sample</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#sample-head aria-controls=sample-head role=tab data-toggle=tab>First rows</a></li><li role=presentation><a href=#sample-tail aria-controls=sample-tail role=tab data-toggle=tab>Last rows</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=sample-head><div id=sample-container class=col-sm-12><table border=1 class="dataframe sample table table-striped"><thead><tr style="text-align: right;"><th></th><th>Title</th><th>Year</th><th>Runtime</th><th>Certificates</th><th>Genre</th><th>Gross</th><th>Rating</th><th>Metascore</th></tr></thead><tbody><tr><th>0</th><td>The Godfather</td><td>1972</td><td>148</td><td>G</td><td>Action, Adventure, Thriller</td><td>134.97</td><td>9.2</td><td>100</td></tr><tr><th>1</th><td>The Silence of the Lambs</td><td>1991</td><td>124</td><td>A</td><td>Action, Adventure, Sci-Fi</td><td>130.74</td><td>8.6</td><td>86</td></tr><tr><th>2</th><td>Star Wars</td><td>1980</td><td>117</td><td>UA</td><td>Crime, Drama, Thriller</td><td>290.48</td><td>8.7</td><td>82</td></tr><tr><th>3</th><td>The Shawshank Redemption</td><td>1994</td><td>143</td><td>R</td><td>Adventure, Drama, Romance</td><td>28.34</td><td>9.3</td><td>82</td></tr><tr><th>4</th><td>The Shining</td><td>1980</td><td>138</td><td>A</td><td>Action, Crime, Sci-Fi</td><td>44.02</td><td>8.4</td><td>66</td></tr><tr><th>5</th><td>Casablanca</td><td>1942</td><td>127</td><td>U</td><td>Drama, Mystery, Thriller</td><td>1.02</td><td>8.5</td><td>100</td></tr><tr><th>6</th><td>One Flew Over the Cuckoo</td><td>1975</td><td>97</td><td>A</td><td>Action, Mystery, Thriller</td><td>112.00</td><td>8.7</td><td>84</td></tr><tr><th>7</th><td>Raiders of the Lost Ark</td><td>1981</td><td>116</td><td>R</td><td>Drama, Horror, Musical</td><td>248.16</td><td>8.4</td><td>85</td></tr><tr><th>8</th><td>The Lord of the Rings</td><td>2003</td><td>128</td><td>R</td><td>Action, Adventure, Thriller</td><td>377.85</td><td>9.0</td><td>94</td></tr><tr><th>9</th><td>Star Wars</td><td>1977</td><td>88</td><td>U</td><td>Action, Comedy, Horror</td><td>322.74</td><td>8.6</td><td>90</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=sample-tail><div id=sample-container class=col-sm-12><table border=1 class="dataframe sample table table-striped"><thead><tr style="text-align: right;"><th></th><th>Title</th><th>Year</th><th>Runtime</th><th>Certificates</th><th>Genre</th><th>Gross</th><th>Rating</th><th>Metascore</th></tr></thead><tbody><tr><th>490</th><td>Mystic River</td><td>2003</td><td>108</td><td>A</td><td>Comedy, Musical, Romance</td><td>144.13</td><td>6.5</td><td>51</td></tr><tr><th>491</th><td>The Insider</td><td>1999</td><td>117</td><td>A</td><td>Action, Drama</td><td>210.61</td><td>7.6</td><td>52</td></tr><tr><th>492</th><td>L</td><td>1997</td><td>91</td><td>A</td><td>Horror</td><td>3.68</td><td>6.7</td><td>42</td></tr><tr><th>493</th><td>Heat</td><td>1995</td><td>98</td><td>A</td><td>Horror, Thriller</td><td>53.33</td><td>6.7</td><td>36</td></tr><tr><th>494</th><td>The Usual Suspects</td><td>1995</td><td>101</td><td>A</td><td>Horror, Mystery</td><td>72.59</td><td>5.8</td><td>52</td></tr><tr><th>495</th><td>Cool Hand Luke</td><td>1967</td><td>116</td><td>A</td><td>Comedy</td><td>90.57</td><td>6.6</td><td>49</td></tr><tr><th>496</th><td>Eternal Sunshine of the Spotless Mind</td><td>2004</td><td>91</td><td>R</td><td>Adventure, Comedy, Drama</td><td>11.90</td><td>7.2</td><td>67</td></tr><tr><th>497</th><td>City Lights</td><td>1931</td><td>97</td><td>R</td><td>Drama, Thriller</td><td>20.75</td><td>6.2</td><td>51</td></tr><tr><th>498</th><td>The Matrix</td><td>1999</td><td>105</td><td>A</td><td>Action, Comedy, Horror</td><td>0.05</td><td>7.1</td><td>84</td></tr><tr><th>499</th><td>Sin City</td><td>2005</td><td>99</td><td>A</td><td>Adventure, Horror, Thriller</td><td>26.02</td><td>7.2</td><td>71</td></tr></tbody></table></div></div></div></div></div></div></div><footer><div class=container-fluid><div class="row center-block footer-text"><p class="text-muted text-center">Report generated by <a href="https://ydata.ai/?utm_source=opensource&utm_medium=pandasprofiling&utm_campaign=report">YData</a>.</p></div></div></footer><script>\n/*! jQuery v1.12.4 | (c) jQuery Foundation | jquery.org/license */\n!function(a,b){"object"==typeof module&&"object"==typeof module.exports?module.exports=a.document?b(a,!0):function(a){if(!a.document)throw new Error("jQuery requires a window with a document");return b(a)}:b(a)}("undefined"!=typeof window?window:this,function(a,b){var c=[],d=a.document,e=c.slice,f=c.concat,g=c.push,h=c.indexOf,i={},j=i.toString,k=i.hasOwnProperty,l={},m="1.12.4",n=function(a,b){return 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In [125]:
profile
Out[125]:

PYGWALKER¶

In [126]:
import pygwalker as pg
In [127]:
pg.walk(df)
In [128]:
df
Out[128]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G Action, Adventure, Thriller 134.97 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.74 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.48 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.34 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.02 8.4 66
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy 90.57 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.90 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror 0.05 7.1 84
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.02 7.2 71

500 rows × 8 columns

In [129]:
df["Rating"].max()
Out[129]:
9.3
In [130]:
df["Gross"].max()
Out[130]:
936.66
In [131]:
df["Metascore"].max()
Out[131]:
100
In [ ]:
 
In [132]:
df
Out[132]:
Title Year Runtime Certificates Genre Gross Rating Metascore
0 The Godfather 1972 148 G Action, Adventure, Thriller 134.97 9.2 100
1 The Silence of the Lambs 1991 124 A Action, Adventure, Sci-Fi 130.74 8.6 86
2 Star Wars 1980 117 UA Crime, Drama, Thriller 290.48 8.7 82
3 The Shawshank Redemption 1994 143 R Adventure, Drama, Romance 28.34 9.3 82
4 The Shining 1980 138 A Action, Crime, Sci-Fi 44.02 8.4 66
... ... ... ... ... ... ... ... ...
495 Cool Hand Luke 1967 116 A Comedy 90.57 6.6 49
496 Eternal Sunshine of the Spotless Mind 2004 91 R Adventure, Comedy, Drama 11.90 7.2 67
497 City Lights 1931 97 R Drama, Thriller 20.75 6.2 51
498 The Matrix 1999 105 A Action, Comedy, Horror 0.05 7.1 84
499 Sin City 2005 99 A Adventure, Horror, Thriller 26.02 7.2 71

500 rows × 8 columns

WARNING: Traceback (most recent call last):
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 980, in _wrap_create_connection
    return await self._loop.create_connection(*args, **kwargs)  # type: ignore[return-value]  # noqa
  File "C:\Users\Dell\anaconda3\lib\asyncio\base_events.py", line 1090, in create_connection
    transport, protocol = await self._create_connection_transport(
  File "C:\Users\Dell\anaconda3\lib\asyncio\base_events.py", line 1120, in _create_connection_transport
    await waiter
  File "C:\Users\Dell\anaconda3\lib\asyncio\sslproto.py", line 534, in data_received
    ssldata, appdata = self._sslpipe.feed_ssldata(data)
  File "C:\Users\Dell\anaconda3\lib\asyncio\sslproto.py", line 188, in feed_ssldata
    self._sslobj.do_handshake()
  File "C:\Users\Dell\anaconda3\lib\ssl.py", line 945, in do_handshake
    self._sslobj.do_handshake()
ssl.SSLCertVerificationError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1129)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "C:\Users\Dell\anaconda3\lib\site-packages\pygwalker\utils\check_update.py", line 20, in check_update_async
    resp = await session.get(f"{__update_url__}?{params}")
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\client.py", line 536, in _request
    conn = await self._connector.connect(
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 540, in connect
    proto = await self._create_connection(req, traces, timeout)
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 901, in _create_connection
    _, proto = await self._create_direct_connection(req, traces, timeout)
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 1206, in _create_direct_connection
    raise last_exc
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 1175, in _create_direct_connection
    transp, proto = await self._wrap_create_connection(
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 982, in _wrap_create_connection
    raise ClientConnectorCertificateError(req.connection_key, exc) from exc
aiohttp.client_exceptions.ClientConnectorCertificateError: Cannot connect to host 5agko11g7e.execute-api.us-west-1.amazonaws.com:443 ssl:True [SSLCertVerificationError: (1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1129)')]

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